{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wp/zfkgqzvj2lq6fk2gy0rbmq6m0000gn/T/ipykernel_33630/3567235830.py:54: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  zt[index] = abs(tsdata[index] -  init_window_mean) / init_window_std\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9999942780784465\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wp/zfkgqzvj2lq6fk2gy0rbmq6m0000gn/T/ipykernel_33630/3567235830.py:64: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  outlier_df['ds'] = pd.to_datetime(outlier_df['ds'])\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                      ds         y\n",
      "367  2011-07-16 09:15:00  1.937843\n",
      "372  2011-07-16 14:15:00  1.597419\n",
      "514  2011-07-22 12:15:00  1.408696\n",
      "518  2011-07-22 16:15:00  1.415511\n",
      "776  2011-08-02 12:15:00  0.239967\n",
      "787  2011-08-02 23:15:00  0.311372\n",
      "788  2011-08-03 00:15:00  0.234289\n",
      "826  2011-08-04 14:15:00  0.250437\n",
      "909  2011-08-08 01:15:00  0.233134\n",
      "1276 2011-08-23 08:15:00  3.126852\n",
      "1401 2011-08-28 13:15:00  2.116176\n",
      "1422 2011-08-29 10:15:00  0.549480\n",
      "1565 2011-09-04 09:15:00  1.350460\n",
      "23.076923076923077%\n",
      "100.0%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wp/zfkgqzvj2lq6fk2gy0rbmq6m0000gn/T/ipykernel_33630/3567235830.py:54: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  zt[index] = abs(tsdata[index] -  init_window_mean) / init_window_std\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9999999999969399\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wp/zfkgqzvj2lq6fk2gy0rbmq6m0000gn/T/ipykernel_33630/3567235830.py:64: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  outlier_df['ds'] = pd.to_datetime(outlier_df['ds'])\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0YAAAGqCAYAAAAvPVTIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABt2ElEQVR4nO3deZwcdZ3/8fe350wmhCsYjolAgGzQFRMSl8CPQKIjoChEECF4RAQJh0eCARdBd1eCKMQAKlGzE4FVNtFwCRgGCGZCFAIbQESOGY6gDHIlIskEcs18f398uzI1NdXd1T3T1d1Tr+fj0Y+Zrq7q+ta36/h+vvWt79dYawUAAAAASZYqdQIAAAAAoNQIjAAAAAAkHoERAAAAgMQjMAIAAACQeARGAAAAABKPwAgAAABA4lUX64uNMUdJmmutPcoYs1TSHumP3ivpCWvtp4wxP5Q0VdKG9GcnStoi6b8ljZL0rqQZ1to3ipVOAAAAADDFGMfIGPNNSZ+V9I61dpJv+nBJKySdbK19yRjTKukz/sDHGHOupEZr7SXGmNMlHWat/fqAJxIAAAAA0op1x+h5SSdL+mVg+n9JuiEdFBlJ/yLp58aYPSQtstZeL+koST9Jz79M0pwoKxwxYoTdb7/9BiLtFWXTpk1qaGgodTISgbyOB/kcH/Ia7APxIJ/jQ17Ho5Lz+dFHH11nrd0j7LOiBEbW2luMMfv5p6WDn+MlvT89aaikBZJ+KPesU6sx5jFJu0v6Z3qezvT7nPbbbz+tWbOm32mvNK2trZoyZUqpk5EI5HU8yOf4kNdgH4gH+Rwf8joelZzPxpi/ZvysGE3p0ivdT9ISrylduoncaGvthen3VZLqrbWb0u+vlPRnSZ+UdLW1drUxZoSke621h2ZYx9mSzpakkSNHTliyZElRtqWcdXZ2atiwYaVORiKQ1/Egn+NDXoN9IB7kc3zI63hUcj5PnTr1UWvtxLDPitb5QohjJV3re3+gpFuMMeMkGUmTJV0vaZf0vKvl7jCtyvSF1tqFkhZK0sSJE22lRq79UckRe6Uhr+NBPseHvAb7QDzI5/iQ1/EYrPkcZ2A0WtIz3htrbZsx5npJD0naLul6a+0zxpiXJF2f7phhs6QZMaYRAAAAQAIVLTCy1r4kaZLv/SEh8/xQ7hkj/7R3JZ02EGnYtm2bOjo6tHnz5oH4urK0884765lnnsk94wCpr69XY2OjampqYlsnAAAAUGxx3jGKXUdHh3baaSftt99+cp3gDT4bN27UTjvtFMu6rLVav369Ojo6tP/++8eyTgAAACAOqVInoJg2b96s3XfffdAGRXEzxmj33Xcf1HfgAAAAkEyDOjCSRFA0wMhPAAAADEaDPjAqteXLl6uxsVGTJk3SpEmTtO+++2rMmDE73j/11FOSpNNPP33HMl1dXfrIRz6i7du375jW3d2tSy65REuXLtW8efP0ox/9SOvXr9fnPve50PUeeeSRWr58ufbZZ58d65o0aZJGjBhR3A0GAAAAKhCBUQzOOussfehDH5LkRgqur6+XtVYLFizQ+9/vxrt98cUXd8z/29/+VuPHj9ejjz6qTZs2SZL++c9/au+999bNN9+shx9+WI8++qi6urq0cePGXut64403tHr1am3cuFEvvPCCPv/5z2v16tU7XmPHjo1pqwEAAIDKQWAUkyeffFLf+c539Ktf/UpXXnmlDjjgAG3YsEF//vOf9cEPflBr167VqFGjtHz5cs2bN08XX3yxNm7cqJNPPlnWWrW1tWn58uVavny5XnjhBW3fvl2//OUv9fTTT2vSpEnaddddtWzZMrW1temGG27QG2+8oT/84Q+68cYbNXHiRBljtMsuu6hYA/oCAAAAlWxQ90pXiPZ2adUqafJkacyYgf3uNWvWKJVysejf//53SdIhhxyiiy++WP/4xz/02GOP6YYbbtC+++6rq666StXV1aqrq1NLS4sOOeQQbdu2TXPnztUzzzyjF198UWvWrNGHPvQh/epXv9JZZ52lj3/845KkyZMna82aNTr44IP16quvaty4caqpqdE+++yj/fbbTytWrNDUqVMHduMAAACACkZg5NPeLh16qGStZIz02GMDExx5wdCyZct2TOvo6Njx/913363vf//7Wrp0qX74wx/qvPPO09q1ayVJ48aN08c+9jG9++67am5u1te//nV97Wtf0/Dhw/XjH/9Yb731lu677z4ddthhkqRnnnlGP/zhD/W3v/1Nb7/9tkaPHq3Pfe5zevvttzV+/HgdccQR2nvvvfu/UahI1lrd/uztmjZ2Gh1pAAAA+BAY+axa5YKid96Rhg517/sbGG3atElDhw7V3XffrRUrVujBBx/UBz7wAf3zn//UlClTJElvvfWWzj33XI0aNUobNmzQcccdp//8z//U9u3b1dTUJEn6/e9/r/PPP181NTU688wz1dnZqRdffFHz5s3TrFmztHr1aknSsGHD9PnPf17PPvusjj76aN15550655xz1NHRoT/84Q/63e9+p9/97nf92yhUnu5uafFiLbvpP3XSYc/rrocP1PGf/U9p+nQpRYtaAAAASkQ+kye7O0VDh7q/kyf3/zufe+45jRo1St/85jf11ltvSZJ23XVXrVq1St/+9rclSXfccYc2btyoJ598UnfffXfo9xx//PE65phjdNhhh+l973uffvOb36i2tlZ77723Ojs7d8w3atQoHX300ZKk9vZ2VVVVac8991RHR4eeeeYZvf322/3fKFSW7m7ppJNkZ56tOaOflyTNGf287MyzpZNPdp8DAAAkHIGRz5gxrvncj340MM3orLX6zW9+o/vvv19dXV367Gc/K0mqra3V//zP/+jBBx/Uc889p6uuukpjxozR/fffr7322kvNzc2aNGmSjjzyyB3ftX37dp1++ul6/vnn9fe//11//OMfdeONN+q6667T//7v/+qEE07Y0fzOWqutW7fqF7/4hQ477DA98MADO7rr9jfhQ0IsXiwtX65le7+jjuFuUsdwadne70j33SctWVLa9AEAAJQBmtIFjBkzcJ0uPPnkkzr66KM1Z84cjRw5Ut/5zne0dOlSnXHGGUqlUrrzzjt39DZ32223aejQoRo3bpzOOuusPk3pWltb9fvf/14333yz9t57bz388MO65ZZbdMcdd2ivvfbSHnvsoZdffln19fU67rjj9IEPfEBbtmzRcccdp6OOOkq33367JPUKtpAQV18tu2mT5hwjdda5SZ110pxjpI9ft0lm/nzJN44WAABAEhEYFdEhhxyiq666asf77373u/rud7+74/3QoUM1fvx43X333Ts6aJgyZcqOZ4+qq6vV2toqSWpqatoRJEnS4YcfrsMPP3zHOEbeOEmS9Kc//anXg/W33nrrjv9Xrlw5cBuIyvDyy1p2kHbcLfJ0DJeWHSQdz11EAAAAmtKVg9QAP/we7G3M//1VVVUDui6UPzuqsdfdIo9318g27lOahAEAAJQRAiNgkFt29lR17Bz+WcfO0rKZH443QQAAAGWIwAgYxKy1mrP1LnXWhn/eWSvN2XKnrLXxJgwAAKDMEBhVmLVr16o73b1yZ2ennnvuuRKnCOXs3hfuVdv6dqVMSikZpbrV85JRyqTUtr5d975wb6mTCgAAUFJ0vlBkV155Za/ODzxr167V66+/LsnV6l922WU65ZRT9Morr+gPf/iDZs2ape985zu65pprej0jdMIJJ+gTn/iE6urq9Oqrr+r//u//dMIJJ0iSLr30UlVX85OixwG7HaDLP3x5pPkAAACSjFK0p7vbjfdy9dXSyy9Lo0ZJs2dL06dL/egc4aKLLtK2bdv05ptv9pruBUWS62Fuy5Yt+sEPfqB9991XGzZs0PXXX6+uri498sgjWrBggQ499FA9/vjjamxs1PHHHy9Juu666/TpT39aRx11lCQ6VkBfB+52oC6efHGpkwEAAFD2CIwkFxSddJK0fLm0aZOb9sYb0syZ0s03S7fc0q/g6Pbbb9f111/fa9rMmTM1e/ZsffOb31R9fb0WLFigO+64o9c848aN05o1a7RhwwZZa3XRRRdp2rRpevbZZ3XFFVdojz320PPPP69f/OIXmjNnDmMUAQAAAAUiMJLcnSJ/UOTZtEm67z5pyZJ+DYB54IEH6ktf+lKfbrmHDRumkSNHqrm5Wa2trdq2bZs+9rGPSZJee+013X777Zo/f76GDBmiRYsW6fnnn1ddnetzedy4cRo/fry2bNmiZ599tuC0AQAAACAwcq6+um9Q5Nm0SZo/v1+B0eLFi/XrX/9aJ554ourr63XTTTfpM5/5jGpqaiS5wOnpp59Wc3OzbrvtNm3YsGFHk7nddttNkvTFL35RVVVV6urqkiQ99dRTWr9+vbq6urRu3Tp95CMfKTh9AAAAQNIRGEnumaJsOjoK+trHHntM5513niSpra1NV111laqrq/XMM8/o2muvVSqV0hlnnKEjjjhCt956q8aOHatXX31Vr7/+usaOHasXXnhBv/71r3Xqqaequrq618CtJ5xwgo455hi98847euihhwpKHwAAAACHwEhyHS288UbmzxsbC/raQw89VKtXr1ZXV5cmTJigRx55RKlUSk1NTbr99ts1bNgwSVJLS4t23313XXzxxXrggQe0evVqXXTRRXrooYe0cuVKnXrqqX2+e926dXrppZe0efNmvfnmm9p3330LSiMAAAAAAiNn9mzX0UJYc7qGBumCCwr+6ra2Nl100UX6zGc+0+cZI09NTY122203jRgxQsOHD9fQoUP11FNPad68ebrwwgt7zfvYY4/pnnvukSQ9/fTT6urq0ltvvaXf//73GjVq1I4e6wAAAABER2AkuS65ly7t2wFDQ4P00Y9Kp51W0Nc+/fTTOvPMM3XuuefqC1/4wo7pqVSqV7O4j3zkI32eETr66KO1cuXKPt956KGHasGCBTveb9y4UTvttFNB6QMAAADgEBhJrivuW291vc/Nn++eKWpsdHeKTjut4K663/e+94U+/3PvvfdmXKapqUlNTU2hn33xi18sKB0AAAAAsiMw8qRSrue5fvQ+BwAAAKAyFT5qKQAAAAAMEgRGAAAAABKPwKjMdHZ2xrq+tWvXqru7e8e629raYl0/AAAAUA54xijAWqvbn71d08ZO69VzXCHefvttHXvssTver1u3Tt3d3XrPe96zY9qKFSs0ZMiQHe/nzp2rww47TJ/61Kf6fN+VV16pW2+9tde0rq4u/e1vf9Prr7/eaxsuu+wynXLKKXrllVf0hz/8QbNmzdJ3vvMdXXPNNb26DT/hhBP0iU98QnV1dXr11Vf12GOP7ejy+9JLL1V1NbsIAAAABj9KvQHLnlumk35zku6afpeOH9O/MYF23nlnrV69Wl/96lf1+OOPq6qqSpJUXV2t97znPbr11lu1bt06NTY26qCDDtqxXGtrq37wgx9Iktrb2/Xiiy9ql1120UUXXaRt27bpzTff3DHv1q1btW7dul7rPfzww7Vlyxb94Ac/0L777qsNGzbo+uuvV1dXlx555BEtWLBAhx56qB5//HE1NjbuCISuu+46nXbaaTrssMMkaUd6AQAAgMGOwMjHWqs5986RJM25b44+ftDH+33XSJKefPJJnXDCCb3u1Nxwww2SpNraWl144YW66KKLNGPGDF166aW64YYbdNlll6m6ulqXX365ampqdix3++236/rrr9/xftOmTfrqV7+q2bNn65vf/Kb23HNP1dfXa8GCBbrjjjt6pWPcuHFas2aNNmzYIGutLrroIk2bNk3PPvusrrjiCu2xxx5au3atfvrTn2rOnDk68sgj+73tAAAAQCUgMPJZ9twydWzskCR1vN2hZc8t6/ddI8/27dt7BUbWWknS8OHDdeGFF+rEE0/UnDlzdMMNN+ixxx7bMe8ll1zS63sOPPBAfelLX9rxeVdXl6qqqjRs2DCNHDlSktTc3KzW1lZt27ZNH/vYxyRJr732mm6//XbNnz9fQ4YM0aJFi/T888+rrq5Okguaxo8fL0l64oknBmSbAQAAgEpBYJTm3S3q3Oo6P+jc1jmgd42WLVvW6/3mzZt3/F9VVaWf/exnWrBgga644gpNmTKlVxDlt3jxYv3617/WiSeeqPr6ejU3N2vGjBm97iodeOCBevrpp9Xc3KzbbrtNGzZs2NFkbrfddpPkBoutqqpSV1eXJOmpp57S+vXrJUmvv/66PvKRj/R7mwEAAIBKQWCU5r9b5Bmou0ZHHnlkr0BI6ul97rHHHtN55523Y/odd9yh1157TZMmTdoxbeHChdq+ffuO+dra2nTVVVepurpazzzzjBYuXKhUKqUzzjhDM2fO1JNPPqlbb71VY8eO1auvvqrXX39dY8eO1QsvvKBf//rXOvXUU1VdXd0r4DvhhBN0zDHHSJLuv//+fm0vAAAAUGkIjNT3bpGnv3eNli9frksvvbTP9O7ubqVSKU2aNEnf/va3tXr16h3pOPPMM3XwwQfLGKPzzjtPQ4cO3bHc6tWr1dXVpQkTJuiRRx5RKpXS1KlTdeedd2rYsGE75nvllVe0++676+KLL9YDDzyg1atX66KLLtJDDz2klStX6tRTT+2TpnXr1umll16SJL355pvad999895eAAAAoFIxjpHC7xZ5vLtGhWhqatLy5ct1wQUXqKGhQUuXLtX111+vkSNHavTo0frRj360o0e4J554Qp/61Kf0/ve/XxdeeKH2228/HXPMMWptbd3xfW1tbTrppJP0mc98JmNTO0mqqanRbrvtphEjRmj48OEaOnSonnrqKc2bN09TpkzpNe9jjz2mK664QitXrlRzc/OO55OuvPJK/e53vytouwEAAIBKk/g7RpnuFnn6c9do3bp1mj59uo455hjdfPPN2nXXXSVJd955p9auXavvfve7GjlypM466yy9973v1eWXX673v//9kqRPf/rTampq0uc+9zmNHTtW//jHP3TmmWfq3HPP1Re+8IUd6zDG9EnXRz7ykT7PCB199NFauXJlnzQeeuihWrBgQV7bBQAAAAw2iQ+M7n3hXrWtb1PKZL4D07auTfe+cK+OPfDYjPOEGTFihO67777Qz/bff/8d3W5nmmeXXXbRXXfdJUnac8899dBDD/WZ57e//a0aGhoypqGpqUlNTU2hn33xi1/MlnwAAAAgMRIfGB2w2wG6/MOXR5oPAAAAwOCU+MDowN0O1MWTLy51MgAAAACU0KDvfMEbSBUDg/wEAADAYFS0wMgYc5Qx5oH0/x8wxvzdGNOafp2anj7DGPNg+nVCelq9MeaX6fnuNsa8p9A01NfXa/369RTmB4i1VuvXr1d9fX2pkwIAAAAMqKI0pTPGfFPSZyW9k540QdI11torffPsJulCSRMl1UpabYxpkXSGpL9Zaz9vjDld0iWSvl5IOhobG9XR0aE333yz8I0pc5s3b441UKmvr1djY2Ns6wMAAADiUKxnjJ6XdLKkX6bfT5D0r8aYT0h6TtIsSR+S9JC1drOkzcaYdkljJR0l6Sfp5ZZJmlNoImpqarT//vsXunhFaG1t1fjx40udDAAAAKCimWI1MzPG7CdpibV2kjFmhqSnrbX/Z4y5RNLuktZIGm+tvTA9/68kLZJ0saTZ1tqnjDHVkl6w1u6bYR1nSzpbkkaOHDlhyZIlRdmWctbZ2alhw4aVOhmJQF7Hg3yOD3kN9oF4kM/xIa/jUcn5PHXq1EettRPDPourV7rbrLUbvP8l/UjSfZJ28s2zi6T1kt7yTfemhbLWLpS0UJImTpxop0yZMpBprgitra1K4naXAnkdD/I5PuQ12AfiQT7Hh7yOx2DN57h6pWsxxhye/v+jkh5Jv44wxtQYY3aRdJCkNkmrJHkjqR6ffg8AAAAARRPXHaPzJf3YGLNd0muSvmyt3WiMuVZSazodF1prtxhjFkm63hjTKmmzpBkxpREAAABAQhUtMLLWviRpUvr/xyUdGTLPIrnnivzT3pV0WrHSBQAAAABBg36AVwAAAADIhcAIAAAAQOIRGAEAAABIPAIjAAAAAIlHYAQAAAAg8QiMAAAAACQegREAAACAxCMwAgAAAJB4BEYAAAAAEo/ACAAAAEDiERgBAAAASDwCIwAAAACJR2AEAAAAIPEIjAAAAAAkHoERAAAAgMQjMAIAAACQeARGAAAAABKPwAgAAABA4hEYAQAAAEg8AiMAAAAAiUdgBAAAACDxCIwAAAAAJB6BEQAAAIDEIzACAAAAkHgERgAAAAASj8AIAAAAQOIRGAEAAABIPAIjAAAAAIlHYAQAAAAg8QiMAAAAACQegREAAACAxCMwAgAAAJB4BEYAAAAAEo/ACAAAAEDiERgBAAAASDwCIwAAAACJR2AEAAAAIPEIjAAAAAAkHoERAAAAgMQjMAIAAACQeARGAAAAABKPwAgAAABA4hEYAQAAAEg8AiMAAAAAiVfUwMgYc5Qx5oH0/4cYY1amX/cYY96Tnn6LMeZBY0yrMebu9LTdjDF3GGNWGGN+Y4xpKGY6AQAAACRb0QIjY8w3Jf1EUm160rWSvmGtPVrS7ZK+mZ4+RtKR1top1tqPpad9U9Kd1tqpkv4k6exipRMAAAAAinnH6HlJJ/vef1bSo+n/jaTtxpjdJe0u6U5jzCpjzPHpz4+StCz9/zJJk4uYTgAAAAAJZ6y1xftyY/aTtMRaO8k37UhJP5fUJBeYTZd0jaTdJP1R0pGSVkkab63dZIw5UNKi9J2m4PefrfTdpJEjR05YsmRJ0balXHV2dmrYsGGlTkYikNfxIJ/jQ16DfSAe5HN8yOt4VHI+T5069VFr7cSwz6rjTIgx5mRJ35Z0orX2VWNMtaQF1trtkt4wxjwu6SBJb0naSdImSbtIWh/2fdbahZIWStLEiRPtlClTir4N5aa1tVVJ3O5SIK/jQT7Hh7wG+0A8yOf4kNfxGKz5HFuvdMaYz0maLenD1trn05M/LOm29Oc7SfpXSU/L3TE6Nj3P8en3AAAAAFAUsdwxMsakJP1Y0l8l3WqMkaSV1tr/MMYca4xZLalb0r9ba/9hjPm+pBuNMWdIekPSGXGkEwAAAEAyFTUwsta+JMl7vmjXDPN8I2TaOrk7RQAAAABQdAzwCgAAACDxCIwAAAAAJB6BEQAAAIDEIzACAAAAkHgERgAAAAASj8AIAAAAQOIRGAEAAABIPAIjAAAAAIlHYAQAAAAg8QiMAAAAACQegREAAACAxCMwAgAAAJB4BEYAAAAAEo/ACAAAAEDiERgBAAAASDwCIwAAAACJR2AEAAAAIPEIjAAAAAAkHoERAAAAgMQjMAIAAACQeARGAAAAABKPwAgAAABA4hEYAQAAAEg8AiMAAAAAiUdgBAAAACDxCIwAAAAAJB6BEQAAAIDEIzACAAAAkHgERgAAAAASj8AIAAAAQOIRGAEAAABIPAIjAAAAAIlHYAQAAAAg8QiMAAAAACQegREAAACAxCMwAgAAAJB4BEYAAAAAEo/ACAAAAEDiERgBAAAASDwCIwAAAACJR2AEAAAAIPEIjAAAAAAkHoERAAAAgMQrWmBkjDnKGPNA+v/djDF3GGNWGGN+Y4xpSE8/xhjzkDHmj8aYmelpxhhzrTHmgfT8BxUrjQAAAAAgFSkwMsZ8U9JPJNWmJ31T0p3W2qmS/iTpbGNMtaRrJX1C0hRJ5xhj3iPpOEkjrLVHSbpE0rxipBEAAAAAPMW6Y/S8pJN974+StCz9/zJJkyUdIKnDWrveWrtN0kpJk/zzWmsflHRIkdIIAAAAAJKKFBhZa2+RtM03aXdJ/0z/35l+75+WbXq1MYZnoQAAAAAUTXVM63lL0k6SNknaRdJ63zRPpunWWtsd9qXGmLMlnS1JI0eOVGtr6wAnu/x1dnYmcrtLgbyOB/kcH/Ia7APxIJ/jQ17HY7Dmc1yB0SpJx0q6UdLx6ffPSdrXGLOLpHfkmtBdJqlbrhneEmPM0ZIez/Sl1tqFkhZK0sSJE+2UKVOKtwVlqrW1VUnc7lIgr+NBPseHvAb7QDzI5/iQ1/EYrPkcV2D0fUk3GmPOkPSGpDOstduNMd+Qe54oJek6a+3rxphlkj5mjFmZXvbLMaURAAAAQEIVLTCy1r4k15mCrLXr5O4UBedZpp5OGbxp3ZLOL1a6AAAAACCITg0AAAAAJB6BEQAAAIDEIzACAAAAkHgERgAAAAASj8AIlaW7W7rpJmniRGnkSPf3ppvcdAAAAKBAcXXXDfRfd7d00knS8uXSpk1u2htvSDNnSjffLN1yi5Qi1gcAAED+KEWicixe3Dso8mzaJN13n7RkSWnSBQAAgIpHYITKcfXVfYMiz6ZN0vz58aYHAAAAgwaBESrHyy9n/7yjI550AAAAYNAhMELlGDUq++eNjfGkAwAAAIMOgREqx+zZUkND+GcNDdIFF8SbHgAAAAwaBEaoHNOnS01NfYOjhgbpox+VTjutNOkCAABAxSMwQuVIpaRbb5UWLpQmTHDjGE2Y4N7TVTcAAAD6gXGMUFlSKen0090LAAAAGCBUsQMAAABIPAIjAAAAAIlHYAQAAAAg8QiMAAAAACRepMDIGJMyxuxpjCGQAgAAADDo5OyVzhhzjKQfSKqTtMQY84a19mdFTxkAAAAAxCTKHaD/kHSkpNclXSnp7KKmCAAAAABiFiUw2m6t3STJWms3S3q7yGkCAAAAgFhFCYyeN8ZcJWl3Y8zFkl4qbpIAAAAAIF5RAqOZkp6XtErShvR7AAAAABg0cna+IOkISc+kX5I0SdIDRUsRAAAAAMQsSmD05fTflKQPSnpOBEYAAAAABpGcgZG19vPe/8aYakm/LmqKAAAAACBm+Q7YWiNp32IkBAAAAABKJcoAr69KspKMXCD1k2InCgAAAADiFKUp3V5xJAQAAAAASiVjYGSMWSx3p6gPa+3pRUsRAAAAAMQs2x2jn8WWCgAAAAAooYyBkbV2pSQZY8ZKOl5Sg9xzRvtIWhlL6gAAAAAgBlF6pVssaYikyZLeK2l9UVMEAAAAADGLEhhttNbOlfSKtfZMSWOKnCYAAAAAiFWUwKjKGLOrpKHGmCFiHCMAAAAAg0zGwMgYc7YxpkHSf0j6rKQbJb0kaUU8SQMAAACAeGTrlW6MpCckLZf0c2vt45JGxpIqAAAAAIhRxjtG1to5ksZKapH0n8aYB40xZxpjhsaWOgAAAACIQdZnjKy12621t1trT5T0KUn7S/prLCkDAAAAgJhka0onSTLG1MsFRV+Q67b7G8VOFAAAAADEKWNgZIyZImmGpKMk3SbpAmvtM/EkCwAAAADik+2O0aWSFkqaaa3dGlN6AAAAACB2GQMja21TnAkBAAAAgFKJMsDrgEj3aNeafj1ojNlqjJlsjPm7b/qp6XlnpOd50BhzQlxpBAAAAJBMOTtfGCjW2kWSFkmSMWa+pCWSDpB0jbX2Sm8+Y8xuki6UNFFSraTVxpgWmvMBAAAAKJbY7hh5jDHjJR0p6ceSJkj6mDHmAWPMImPMTpI+JOkha+1ma+0GSe1y4ykBAAAAQFEYa228KzTmZkm/sNYuM8bMkPS0tfb/jDGXSNpd0hpJ4621F6bn/5WkRdbaFSHfdbaksyVp5MiRE5YsWRLbdpSLzs5ODRs2rNTJSATyOh7kc3zIa7APxIN8jg95HY9KzuepU6c+aq2dGPZZbE3pJMkYM1zSv0k6NT3ptvRdIcl1Cf4jSfdJ2sm32C6S1od9n7V2oVzPeZo4caKdMmXKwCe6zLW2tiqJ210K5HU8yOf4kNdgH4gH+Rwf8joegzWf425K92FJK6y1Xen3LcaYw9P/f1TSI+nXEcaYGmPMLpIOktQWczpR5qy1uu2Z2xT3HU8AAAAMTnEHRqMl+QeJPV/SVcaYVkmHS7rCWrte0rWSWiXdI+lCa+2WmNOJctXdLd10k5YdP0Yn/eYkLTt+jHTTTW46AAAAUKBYm9JZa+cH3j8u1xFDcL4dPdgBO3R3SyedJLv8Ps354juSpDmjn9fHZ54tc/PN0i23SKnY+xMBAADAIEApEpVj8WJp+XIt2/sddQx3kzqGS8v2fke67z4pgZ1vAAAAYGAQGKFyXH217KZNmnOM1FnnJnXWSXOOkeymTdL8+dmXBwAAADIgMELlePllLTtIO+4WeTqGS8sOktTRUZJkAQAAoPIRGKFi2FGNve4WeXbcNWrcpzQJAwAAQMUjMELFWHb2VHXsHP5Zx87SspkfjjdBAAAAGDQIjFARrLWas/UuddaGf95ZK83ZcifjGgEAAKAgBEaoCPe+cK/a1rcrZVJKySjVrZ6XjFImpbb17br3hXtLnVQAAABUoFjHMQIKdcBuB+jyD18eaT4AAAAgXwRGqAgH7nagLp58camTAQAAgEGKpnQAAAAAEo/ACAAAAEDiERgBAAAASDwCIwAAAACJR2AEAAAAIPEIjAAAAAAkHoERAAAAgMQjMAIAAACQeARGAAAAABKPwAgAAABA4hEYAQAAAEg8AiMAAAAAiUdgBAAAkq27W7rpJmniRGnkSPf3ppvcdACJUV3qBAAAAJRMd7d00knS8uXSpk1u2htvSDNnSjffLN1yi5SiHhlIAo50AACQXIsX9w6KPJs2SffdJy1ZUpp0AYgdgREAAEiuq6/uGxR5Nm2S5s+PNz0ASobACAAAJNfLL2f/vKMjnnQAKDkCIwAAkFyjRmX/vLExnnQAKDkCIwAAkFyzZ0sNDeGfNTRIF1wQb3oAlAyBEQAASK7p06Wmpr7BUUOD9NGPSqedVpp0AYgdgREAAEiuVEq69VZp4UJpwgQ3jtGECe49XXUDicI4RgAAINlSKen0090LQGJRDQIAAAAg8QiMAAAAACQegREAAACAxCMwAgAAAJB4BEYAAAAAEo/ACAAAAEDiERgBAAAASDwCIwAAAACJR2AEAAAAIPEIjAAAAAAkHoERAAAAgMQjMEJl6e6WbrpJmjhRGjnS/b3pJjcdAAAAKFB1qRMARNbdLZ10krR8ubRpk5v2xhvSzJnSzTdLt9wipYj1AQAAkL9YS5HGmP8zxrSmX9cbY/YzxtxvjFlpjPmZMaYqPd8MY8yD6dcJcaYRZWzx4t5BkWfTJum++6QlS0qTLgAAAFS82AIjY0ytpGpr7ZT06wxJP5D0fWvt0em0nGCM2U3ShZI+LOk4Sd9PL4uku/rqvkGRZ9Mmaf78eNMDAACAQSPOO0YfkNRgjLkvfZdokqTDJC1Pf75M0mRJH5L0kLV2s7V2g6R2SWNjTCfK1csvZ/+8oyOedAAABheeXwUgyVhr41mRMe+XdKSkhZIOktQiqc5au0/68yZJn5d0j6Tx1toL09N/JWmRtXZFyHeeLelsSRo5cuSEJQlsStXZ2alhw4aVOhnxeOYZ6Z13Mn8+dKh08MFFW32i8rqEyOf4kNdgH0h74QVpw4begVAqJQ0fLh1wQL+/nnyOD3kdj0rO56lTpz5qrZ0Y9lmcnS88J+l56yKxdmPMOkmHGmNMetouktZLekvSTr7lvOl9WGsXygVamjhxop0yZUrREl+uWltblZjtfuUV6cILw5vTNTRICxdKRcyLROV1CZHP8SGvwT4gd2fo61/Pfm05/fR+rYJ8jg95HY/Bms9xNqX7oqQfSZIxZh9JwyXdIemo9OfHS1ol6RFJRxhjaowxu8jdXWqLMZ0oV9OnS01N7kLl19AgffSj0mmnlSZdAIDKxfOrANLivGN0g6TJxpg/SLKSzpD0uqRmY0y1pGck3WGt7TLGXCupNZ2+C621W2JMJ8pVKiXdeqvrfW7+fPdMUWOjdMEFLiiiq24AQL54fhVAWmyBkbV2q9wzREEfDpl3kaRFRU8UKk8q5Zo09LNZAwAAkqRRo9yYeJk0NsaXFgAlRRU7AABIrtmz+zbR9jQ0uFYJABKBwAgAACQXz68CSCMwAgAAyeU9v7pwoTRhghvHaMIE9/6WW3h+FUiQODtfAAAAKD88vwpA3DECAAAAAAIjAAAAACAwAgAAAJB4BEYAUKm6u6WbbpImTnQPjE+c6N53d5c6ZQAAVBw6XwCAStTdLZ10krR8ubRpk5v2xhvSzJnSzTfTmxYAAHniqgkAlWjx4t5BkWfTJum++6QlS0qTLgAAKhSBEQBUoquv7hsUeTZtkubPjzc9AABUOAIjAKhEL7+c/fOOjnjSAQDAIEFgBACVaNSo7J83NsaTDgAABgkCIwCoRLNnSw0N4Z81NEgXXBBvegAAqHAERgBQiaZPl5qa+gZHDQ3SRz8qnXZaadIFAECFIjACgEqUSkm33iotXChNmODGMZowwb2nq24AAPLGOEYAUKlSKen0090LAAD0C1WKAAAAABKPwAhIgu5u6aabpIkTXZOriRPd++7uUqcMAACgLNCUDhjsurulk06Sli/vGRD0jTekmTOlm2/meRQAAABxxwgY/BYv7h0UeTZtku67T1qypDTpQmn47x4+8QR3DwEASCMwAga7q6/uGxR5Nm2S5s+PNz0oHe/u4cyZ0qOPStu3u78zZ0onn0xwBABINAIjYLB7+eXsn3d0xJMOlB53DwEAyIjACCilODpFGDUq++eNjQO3LpQ37h4CAJARgRFQKsFmTW+8UZxmTbNnSw0N4Z81NEgXXDAw60H54+4hUBnoSRQoCQIjoFTiatY0fbrU1NQ3OGpokD76Uem00wZmPSh/3D0Eyl9clWYA+iAwAkolrmZNqZR0663SwoXShAmu9nHCBPeerrqThbuHQPnjWUCgZCgRAaUSZ7OmVEo6/XRpzRrptdfc39NPJyhKGu4eAuWPZwGBkqFUBJQKzZoQt+Ddw5qa8rp7WKznKnheA5WEZwGBkqkudQKAxPq3f3PtxjM57LD40oLk8O4enn661Nrq7h6WA++5Cn8TojfecM9V3Hxz4YFbsb4XKJZRo9w+mgmVZkDRcDUASuXhh7N/vnp1POkAykGxnqvgeQ1UGp4FBEqGwAgolVzNIV55JZ50AOWgWM9V8LwGKg3PAgIlQ2AElEqu5hD77BNPOoByUKznKnheAyXW3i6tW+f+RkJPokDJcHQBpZLrGaJJk+JJB1AOitUZCZ2coITa26VDD3Xx+aGH5hkc0ZMoEDuOMKBUHnkk++e5nkECBpNiPVfB8xoooVWrJGtdHyDWuvcAyheBEVAqNPEBehTruQqe1xgw1lrd9sxtstaWOikVY/JkyRh3o8cY9x5A+SIwAkqFJj5Aj2I9V8HzGv3W/my3Wr98k27/6Bid9JuTtOz4MYwDFdGYMdJjj7nT/WOPufcDgrG5gKJgHCOgVGbPdmOphPWYRRMfJJF/jKVK+N4EaH+2W23/epKmdN2nfzv/HUnSnNHP6+Mzz5ZhHKhIxoyR/v73AQ6KGJsLKAqOHKBUaOIDoMz9/YeLNbVruR446B11DHfTOoZLy/Z+h3GgSiXJY3NxpwxFRmAElApNfACUuUkPXa0GbdKcY6TOOjets06ac4xkGQeqNJI6Npd3p2zmTOnRR91dskcfde9PPpngCAOCkhcqTnu7tGhRHt2eljO6ZAVQxurffFnLDtKOu0WejuHSsoNEJzGlkNSOe5J8pwyxofSFiuKNCfG1r+U5JgQAIG92VGOvu0WeHXeNGhmIOnZJ7bgnqXfKSimBTRcJjFBRvDEh3nmHMSEAoNiWnT1VHTuHf9axs7Rs5ofjTVBCZG0ZkdSxuZJ6p6xUcjVdHKRiC4yMMdXGmBuMMauMMY8YYz6Zfr1ojGlNv45Oz/vvxpg/pl+T4kpjxUtAZO+NCTF0KGNCAEAxWWs1Z+td6qwN/7yzVpqz5U7GNcqhvV1aty56C4ecLSOS2nFPUu+UlUqupov/+Edp0lVkcd4x+qykTmvtZEkfl/QTSRMk/bu1dkr6tdIY877050dKOj09H3JJyEOJ3pgQP/rRAI8JAQDo5d4X7lXb+nalTEopGaW61fOSUcqk1La+Xfe+cG+pk1q2vCDn5ZejN//O2TJiIDruqcSK1KTeKSuVXE0XX3893vTEJM5xjG6RdHv6f+/ImyDpMGPMVyU9IumbkiZLuse6Kqi/pu80DbfWbogxrZUnykOJg2QMjzFjCIgAoNgO2O0AXf7hyyPNVwna212QMXlyfNcQL8jp7u4JcnKtO1LLiP6MzVWp4yBNny4tXdq3rDPY75SVSq6mi9u2xZOOmMUWGFlrOyXJGLOTpJslfVvSbpLulPSipJ9JOk/SMEn/9C3aKWl3SQRG2UR5KLGIgVEpLjgAgOI5cLcDdfHki0udjAHh3bmx1gUbcbU48IKcVCp682+vZUTRrqmVWpHq3SlbssSVaTo6XPO5Cy5wQVE5BnOVbNQoFzBnUlMTX1piZOJsG2yM2UfSrZL+21rb7L8TZIz5uKSTJD0qaWdr7ffT0/8i6YiwO0bGmLMlnS1JI0eOnLAkgV01dnZ2atiwYdITT0jbt2eesaZGOuSQoqRhyxbp6ad73r/vfVJdXeb5K9WOvEZRkc/xIa8r25Yt0saN0k47FX7OTco+sG6dqwDv7nbl51GjpBEj4ln3li3SO+90aujQYeVxbXzmGddOL5OhQ6WDD44vPQMsKft00f3jH9Jf/xrevDKVUuf++2vYLrvEnqyBMHXq1EettRNDP7TWxvKStJekpyQ1+ab9VdJ70/9fLRfk/Kuk36en7S/p8SjfP2HCBJtEK1ascP9MmGCtqwwLfxUxf5qbra2vd6upr3fvB6MdeY2iIp/jQ15XrrY2axsarB061P1tayvse5KyD7S1WTtkiLW1te5voflVqBUrVti2Nnd99K87bFrRvec92csLI0fGmJiBl5R9uui6uqw98UR3gvHvHw0N1k6bVtH5LGmNzRBPxPmM0b/LNYm71BhzaXraVyQtNcZsSQdNi6y1XcaYFcaYVZKqJJ0bYxor1+zZrn1wWHO6Ij+U2Ngobd7s/t+8ubCOYWiKBwDR+R/QHzo02rMrKJ0tW/o25ZNK07wvZxMpeneDlLvp4gMPlDqFRRHnM0Zfl/T1kI/uDJn3MkmXFT1Rg0kJH0rs6JCGDJHefde12FuzRjr22OjLl6rtNwBUKoYuyM+qVS6ftm4tTSC5caNrkfTuu1a1h9yuBx6YJmOMurpchWJ9fYxpKmFFKipMfzr5qFA8qTZYDET3nQXyX5C3bZMuvzz6eA0Sg7YCQL5iHbqgErt2DhioQDLrwKtZ1Na6ykMdtExbTzpJfx+2bEBaWxQkqeMgARHE2ZQOxVaiyH7MGFf59OMfS11d7qKTT80XNZ8J1t3teki6+mr3ZPSoUdK3vtXzhDSAjGIZuqBSu3YOGIie3trbpXHj3HWuqkr605+if8/WrVJdvdWWY+ZIkn76whztPfLjGjLE6N13XauLjo7801QQencDMiIwQr+1t0s//7m7WEjurk8+wU3RuyZFecpU4PrrX92gxBVS4AIGtUrt2jlEfwPJpUvTd3187y+5JNqyO+0k6aBl0s4u+nmrq0PdByxTKnV8aSoFE9hECoiCUgf6zWu7LbnmApdckv/FZ8wY6cwzCYoSJVOBq7u7p8AFoLSijJGHnOrqpF1PnSPVdkqStthOXfbIHD36qI2nOSSASAiM0G/+pnA1NdIpp5Q6RagIFLhKw/+8yBNPVOTzIojP9pdezj5DbO2/Sm/iRHeNq6lxTd/yuda9veVtvbmld169uqlDz5tlVAoCZYTACP02Zoxr9XTKKe4vJ3hE8jIFroHQ3u46PInU6YnXfHHmTOnRR92g0I8+6t6ffDLBEXppb5f+/Nao7DMlpGvn9nZ3iFRVuYrA226Lfq2z1urlf3aoq6qz1/Suqk7NuW+ON64jgDJAYIR+8y4YS5e6v/n21oP4FNqjUlGMosDVX97D4Jde6l7jxuX4baM8L1KBymq/HkRWrZJ+Uj1bnWoInyFBXTt7vadu3ixVV+dXb7PsuWXa2r019LOOtzu07LllBaeLfR8YWARG6De6264M3nhRX/ua+zvQF9K8L9CzZ/ftLtaToAJXf6xa1dPpieT+z3r8DcLmi/ns1xQi8zN5srS0erp+n2rqGxwlrGvnQntPtdZqzr1zZBV+N7ZzW+F3jYp9TgeSiF7p0G90t10Z/AHsQA9wWNAgvZkGJU6lElXg6o/Jk13THk9VVY7jbxA2X4y6XzOQdP7GjJEefTylVStv1cYNSzRscXK7di6099R7X7hXbevbpN0ldffOq1RKkpHa1rXpFw/cKz1/bF7fXcxzOpBUBEboN+8Zo8WLXVmXE3N5KmYAW9AFOtNYGvvuS1fdEY0Z48ZSWbrUvT/llBz5PmqU6xI9kzJpvnjPPT3nk2OPzT7v5Mlu36utzT5UAIXIfkiltPGTp2uvbyS7a+dCuvs+YLcDdPmHL9fI9fuoauXcHXd4q2ukEz7pOnRYt0766mcPkHkrv6CdSklg4BEYod+8Z4y6ulxh5o47chdmEL9ijhdV8AU6bCyN1laCojyMGRN9LBXNnu06WghrTlcmzRfvuUc67jj3/403Si0tA3M+oRDptLdHPwcMtrts+Wz7QDlwtwN18eSL1draqp9//jSdc467s1tdLV3xM5eORYsk81bvoF3KnVbGAAQGHoER+s17zmHzZvf+xBOlP/+Zk3Q56u8Ah9m+lwt0BcjUfLGMnhdZvLjv+2yBkTeO2tat2e8EsY+GBzrZ+O+y1dbmN6BpuSlVkOcFY3vsIX396y4g6u7u3YNrMGhvbIye1mKd04GkoloW/TZ5cu9eflOp/Dpg4IHo+BQzrxmktwJ4zRcXLtTm909Qd1WNNr9/grRwYdk0X5w+Pfv7oHzuBCV9H823oxyvmaLkAs9IXcKXqVJ0EuQFY1/5ivTccy4PN292h5n/cT4vaPcGeu3ooEMjlJckldO4Y4R+GzPGNZ878UR3wk+lojdTGWxNNcqNv+mI5Lpz7upyTTn+9CfyOpFSKbVPPF2HvnS6LrOtOuGlNXpsojRmAGOi/jRZOvZY13wu6jNG3AmKLiyI/PvfM8/vNdP8r/+Stm1z0yr12az+NKUsdH8Otqbw8tB777d2rZu/sZFmnygv3rAQSSk7EBiVSCnaOhfTscdK3/62dP310hln0KtOOQgGnV/+svTuuz2fD3SzmP7s08EADsXlHXfd3T010iXtoTDg2GPze65osDUnKsb1ob3dHfNf/rI0YkRPRx3ZAiNJ2nPPngL9u+/G0z9HMba/0AC6vV364AddHtTUSE88EX3ZYGsKv/PP70lH2HN1UdM62MoSKD9Llxa37FBuCIxKYDDeJVm0yA0wKbm/e+7pmqzkUkjNGBeCaIJB50svFW9d/dmng7VRt91WvHTC8Y67VKpMeigMqORjvL9p946lri5XqB6Izmy8Y8wr3FRXu97QonS+cM45vaetWVPcznWKeX0sJID+6U977vB0dbn3V18dfX3nnSddc03fz7wm52PGhD9Xd8MN7n+vGV2xuqCv5GMNKIbSNyhPoEoZEDWfNqXXXdf7/Q9/GG0dwbbVUS7UhxziOtY65JBktHctVDDoPOccacgQ9xD1kCGuxnig9Gef9mqjtm51f996a+DShXDecTdq1MBXzPS3GVCUQSsLbe9e7Hby/Rlw00vb0qU9za+2bpVOOKH/6V21yn2XZ/t26ZOfzP29S5e6ef3WretfWnIpt+tjsEIpnwqm9nbpxz/uPS2Vcudff5PzsOfqouxLXlO9d96JMLhzhvSNG+eCt3HjKut6GjyWk/QMTNxOOaV4ZYdyRGBUApXQfjjfC/whh/R+39YW/QSVzwPRP/2ptGWLuwhs2SJ973u5lxmMJ8wo2xQMOo891t2NmT7d/Y2jMHzPPdIXv+j+Vrpy3o8KyecxY1yTqoGuJc63siMoV8G40OCjP0FLPmnv7nZp7+6OXlD1F1Avu6x3MLJ1a884VYXyd6Lg2b499/eGBUE//3lxj4Fyuz4G75h94hPRzwOrVvUegFly/Zz8+Me9j41jj5Wam6Xx46UZM6T9948WIDY29tzNCntuKZdgpVR/97O4BI/le+7p/X7LllKncHDxxstbsGDwP18kERiVhFdw+Na3pIsv7pleTgUv/0m5q8sFINnSFazx6u6OFrRI+RXqgrV1v/xl9nTFURiKWz7b5A86vfGmli51fwcyL8IKw167+RtvdH8z/b7B2qhddx24dA2Ue+5xwf9Xv1p++1HUfI5Tf3p/y1UwLrSWvL+161E0NvY0V8vneRx/AXXLFulDHxrYdI0ZI333u72nWSvNnZt/IbLYd3GC5xIp/LpYyPWykGX231+qr3cBTm2tOwdEvZ5MnuyeS6qtde+bm91xETw22tvd9z7+uDuOx41z+06uALGjQ6qr63l//vnldW4qlmDQuHhx7/cbN4YvV05lrEqTpB49CYxK6PLL3cVq3Li+NR6lPnC9wkl9vauJ+s1vsqerpaXvtD//Ofd68i3UBWvvurvdXaRMJ7tya5aRST7BYaHbVGhtdlTBE2dYu/lMy/lro/wX+nLQ3u6aM23Z4gqv27eX134UNZ9LoZCCSK47TsFa8sbGaOsJW26grVmT/X1Uhx2Wu+lK2Dbnm9/d3a7paqZlRozoO61YeSf1nAfXru15RjXsulhIhVehlWSrVrlmb11d7r0XXEc5944Z43rBnz5dOuggd12dPVv61Kd6n+tXrerp4MJbR0eHqzjday/3N6xAGrwTmO9QGZXaRCpYeTJ9eu/3tbXhx0YpylhxBmMEfgODzhdKJNjLx89+Vl69s3mFk+99zwVF776bPV0PP9x32vnn515PvoM57r+/q7nzLlKSK1BXV4c/fFpuzTLChPVIlC0PCt2mQmuzCzV9utse//tM/A9F5+olK27BgsaWLdHzrli9i/m/c/Lk6Pkc/J5169zfYpxr8nkwPJ986uhwhbh333V/16xxd0BzrSe4nH8cmVI75RRXUeZ1QHLuue6VKU+CHTQsWCC99pr7DmPC86G1te96rZVefdV1mBO2TKbAbqA7YGhvdxVcXicFN97o7q54aQxeFwvp4MOrGPJ+/6jX2MmTe34Xa921ZuhQ9/9rr2U/fry79Na6nu0+/emeAOj223uf6/3NJ41x352rQ6P+DJXhLf+nP5Vv5wuZzgvBHgalntY3EydKTz/dd5/2d51eX59/GauQc/k99/T+bYrZ0dZg7NSrVAiMysR++5VfAX7MGNfc7+abM6fLO1mEtW+Osg3BwnOuZZYu7V17V1XlXpkukJUwxsnPftb3fbZCRz7b5D+Zd3T03AGsrx/YgmHwotHe7r6/udlNjzIeTbkK7pN1ddHyLt8LldedstTTlXKu77zlFunrX3c1pF1d7vmPKPnsPdMyd670hS8Up9141MJr2DZlC3QmT3bnAO+cJEUr8AaXK8Y59pRTep4Rqq6OXgOfqYCa6TcJjo9z1lmuyZZX6A7md3u7dP/9fb/H60o67Ddqb3eF9zDPPRdtu6Lwfv/gNeScc6S77gq/LhZSOVRoxdDatT3NDb1e6bwg9Hvfk664IvOxHby7H+zIwqsIDFa+fOxj0rJlvaf94hfhPb0ee6xrnVHO17hC5Dp/epVpwfkuvtjtF8F9uj93jAsJOryWBl6nJ/kE44Uo9tAnSeq9kMCoRPKtIQzydtJi1/p7TQG8wRaD7aK9k0VYO/Vs3Zp6NYQPP+wKK94F+txz3TaFFe7a212e+ZscpNKNQbNdIL00r1rlLnIdHeV1cO+3X/b3YfyDAWbajmBt1S23uH0tV2Ei3xNgvgXbSjNmjKuRP+ccl3/V1dEKYvnUUAa7U7788vBgJXjx89rWb93q3kfl3bG2tueha29cioG6AHrNfGpr3d9MeRbMJ//zAlEqO9aujV7g/fSn3Tg0X/lK8fbJVMrtJ965Kap8upIOGx/HOy/W1vY9vletctOCHTB0dblpYeeEbM+Ivv12tHRG4d3J8bcCkFx6OjrCK4EKqfAqtGIo2KrBW6cxuQuhwQCuurr39cu7uxu86ztxogs+H3ywZ9qXvhSePn+FSr7K+S5D1IJ+cD5PcJ/u6HDHxtat7m8+FYOF3qH079Pd3cWt8C5m65j+7CeVGFARGJWIV0O4dKlrzrJ0qQuWooz9499J5851zcuKeXvWK+TefHPvA8J/sqgO2ZOWLHGBTlgzkEMOCQ+mtm1zhfk//zlzoTA4/+mnu/+DgZtn0SLXvbfkTlReV6nlchE47ri+41xka56xaJGrIZYyN70Lq61as8YN7vjSS66Qn6n2Pt8RrjMV1t95xxVAvvc9d+cxbD+ohBNme7u7K1Nd7S5ut9wSrUlY1BrK9naXR8FnDMIuvmEXvyVL3F2s7dv7X1EyUAUlr7AWPF7DvPZa73w66KDcAZUXRNxzj3tOs7rabX+mAk/wnHPWWZkrYPrDC0C8QLXQWttcdw/9wboxPYOPplJuoO2wZTINNFpX557n8h+H7e3S//xP7jRmO6alaMe3/06O37ZtPRU/YcvnE0hKLh1RKob8Mj2rEaVjBC+NXsXiAQdIf/mLqxD0zsHe/vfaa72X+6//cr9nTY30/ve7QD6sbHDPPa7bde/ckalCJZNi32Xoj6gF/WAFzCmnuMqS4D4t9VwPt251eb5oUbTrT9RKHk97uzsv+wOj004rTt4uWuTuJn7pS/lVFuRz/fW6+9+2zZ1rvWt6LuUceGdlrR0UrwkTJthy0NZmbXOz++v/P2yeGTOsdbuMew0Z0nfesOXmzrV26FC3zPz5K2xzc/5pi6q52dr6ereu+nrba11tbdY2NLi0VFX13pZs29TcbG0qFT6/ZG1dnQ3dprY2a2tq+s5fXe3S0NDQd10tLeHrGDo08zoy5dGKFSuiZ1wemputra3tSVttbfi2eOkL5vWMGeHf6f1uklvGn3c1NS5vgts6d27v7541K3f6vf2gvt6lvbm55723ruB+4N93gttarHwuVHNzz/FWW+vyKExwm2bN6p2XweXa2ty0IUP67tf19Zl//7lz3XfPmuWW9fad6urc5xCPd1zMm7fCSu59cFszHSO5NDe7/c1/jGf6rrDjs6bGbX9NTc9+GpYPwfOn9wqbP+yc09QUbXvyOW9m26+jamtzv2O2c6j/mKuudq+w48wzbVrm8+21167oM3/wPBB8VVX13T4v3bW17hzunQ9y7ZOZ1lVVVdj+l02+v2VdXd90GeOmz5rl0p7pOG1udq+6OpcH8+evsHPnRjvv+q8F3jqCy7S19b5ueMdOpjzL9B3e+SfTsVZKUX4v/37n7Wth15Dg+SJbuSG47rB1ZEtPQ0Pf33LPPfPe/Jyam3uvI5+yYNTtsbbv/llV5fbrxYtXZF12IK4nxSJpjc0QT2QNNirpVQ6Bkf+iOGSIewUPvOBFL+wkOGuWu5D5T1KZvnv+/BVZg7Cw5fO5YAcPvFmz+p5Y587NHOiEnagzBSv+fPDnl//kNHZs5uWCgZu11o4bF37BzVXYqK3te5HIVWAvJPBsa+tbgPbyILgtbW3hBZzgb+LNG3ZRD/42wf0heAL0/xbZtLT0FAAaGlzax4/v/V3+wCB4wpw7tyfvBjow8vK4qSk8r3LxCvredtTVhX9HMIBqasq8/d6+FizYZCu0B3/T6urwZbMFbl4ee/ucFxh5AXCuYyCXTIFOpnNOWHCTSvU+nwTzO9s51JjwYL6lxX0WnDdTwda/rnzzo5DzgH+5uXN77xfV1X3PBcGKD39eh/3+YecY7zVv3oo+yxx+ePZzR1hBJ1swlWmfzLVcsQpSUX6jbHnm7T9h1xHvXBg8/86bt2LHecQ7T/qvc2GVft566up6rv1ecDVjRvg5wAvIwiqivAoH7zwYXG/UipVyMnduTz54laotLSv65EHw3OT9PmEF9mB5ae7cnvmzVdwGK66LvT8fcUTv7x8/PlogGbw2TZuWfZmwcpS3T2faZ1pa3HnEC6IKrSgqFgKjmDQ391ywa2p6Lm7+Ay/bRaCuru/dAH9NrnchrK52JzbvBBAl6Mk3cp8719pRo/oGPP6gwguKstVG+rfBn5Zsd4zGjev5/mAwmOti7V9XMKjzFzQy3cnyFzaCBbJsBfZCAs+WFrefBAtsYSdRrzAYzLfq6syFtuDJL/jyvsu/PwQvHtXV7gKc60Q7Y0bP/l5TE74v+wus2SoRWlrC8zkYJEcpfIYFiJnuxvi1tLj8y3RBCCvoBddVV+fywrsw+NfpPx6jHjeZ7pAEX5kCAy9wHTLE2oMPtjsubFLvQCwY5OZzMQteqCVrDzggc0CR686Etz/5j4Xm5sxBYVjeZarB9fbvbAGPV+Of6ZwQxn9XL1fg5fHneV1d3+M8n8qlTJU+meb39gH/OnbeOfdvElxPtt/yiCOyV9qF3TWVegpshQSamdbl3aXNda7OdV0LOxeE3cUJ5rP3Cl6HM12vwvZZ//k77LcJbltYIO3d9Qp+d7aywUD+FrlEvVsUPBfMnesqjMPywD9fKhV+bvbm9c7P9fV9KwqyBVKZ9mVvnQN5Vy54zHnlzkzBSqYAPFvllbWZrz3ePh28Hoadn8rpbpG11mYLjBjHaAD520pv29bTn761PW1Sw0YSl6QjjujpFtRv8WLXTvMvf+lph799u+u5rLHRDWTmteXPNrZCPg/mXX656+ry5Zf7tkvv6nLb+NOfumdRLr00c89FkmvTHezytbExc3t3ybWRHjeu93Z1dfV+BiOTefN62oX/5Cfh82zf3jMArb8NeTD/8xkTwt9We9s26Ywzso9J1N7uRlDfts0tF2bJkp7/vYfl/flWVeV+y82bXfvfE0/sPc5HrrRb65498u8Pwd9q+3bpppvc7xHW3t5rQ3zTTT3tt7dtC3+Y2j8min+smksu6XmQeds2N65KpvV87WsuLePGRRuPwmsb7bd1a/a88bpPX77c7Ythwo7jtWt79zrV3e22y3sQf+3anjEmvDbrNTWZ0zFvXu/3jzySed5sguMwvftu3zxbtapn2po1Lm1e5wxRj4FFi3o/LO554QW3r4cdD7/7Xe7v7erq2T+9c2Gwd68gf0+P3sP9YbZv73vsBAWfhcyWH94zepde6p4bvPTSzMeOfxn/77NlS9/03nVX7/e5xkcKpnHMGGnkyOzL/OIXPf/vtVf2ebdtc6+1a3umnXJK5v35wQfdM16XX943L8aMkW67LXy5zs7MY8/kO2aLdw757nddPucaiyg4Zl4UUY+Vurrw63B9fe5lvX0/0z69bVvfbQsrW2zZ0veYzPacYhzjAHm/qTeu41e+In3gA+HnjnvukU49te+54Lrr3N9gHgTLA941asuW3vux1Pv8vHmz9NBDvT9ftKj3e//13xj3XFiY7u7s5xp/HhSSv9u2ufOZ16FO0E9/Gl6O2rYt86DXhaQj2NOu5J6bq5TxlQiMBlBYodIbZ0Lq6YktjLWuIBZ00EHuBLFgQe/pXV3uAHv55Z7e7XI9GPjlL0vHHJP74fG5czNvo+cvf+l7og3T1eW+z39ARBn00DvZecFcd3fuwpDk8tAbMPcvf8k835YtLvDIdYL3F8i8MV8yzecFwlu3uoLAccf1PYF6Vq2Ktj2esIJ4MFjs6uo5GXoPgWdjrUtDtv1BcvN4wXCQtx3BbfEeBpfcw5o1Na6npaDXXnPb5u1LW7e6cYzCCu7+IDlskMWwQXJfe61v4Nnd7aZnGlA37KSeS3u79PGP9z4mvKB369ae49UrVHgX4mwVBMuX907fv/xLtLQEA8uwi13w2PXy0ev50R/kRu3QwV+wDtq+3RX+g79rlJ6hPvzh3t3yZqrw8Nt5557/Mz3c7xdWCdLe3rdw7A/SwoQF4u++m72Ht6VLs+8HUu/tkcLHJPJs3dr3N7vnHun117Ov4z3vcX/b26W2tuzzSuG/aaZKHsmdc//rv/qec++5xw16GlZgW748PIjxF9IPOaTvgKlhvHOI9/vU1GSvJNx//+wVFx7/eS044GomEyb0nHfb2932L1oUrfIvqmBZIKyXxGef7TstbLB2ye2nYUHXQPDOO16Fl9dxUFiln9RTeRVWcfXqq+54Clb6ZevtNeycn63M8cQTfStV/RXPX/lK5nVlq3DNFHwWEiyFlRleeinz/GEdBHkVPf4eE8PsuWfvZe6+u+88L7/sjtWKCI4y3UqqtFc5NKXL1pTAa/qWqwlIWFOCsCY3XpO2efNW2OrqnofrMzWj8DdDy/TcSLZ2zsFXU1PuZ1j8afVuiTc3R2u/LrnbsZmewcn2qq4Ob9IT9vI3Zwiu54gj3LRRo1y+/PCHmdvTevnnNVHypyXs94iSB16TQmujN+vwmonleo7Le4U1U8o2b7Ddeq7f5vDDXVPB4K36bM9AzZu3os8zNsE28nV1vZsMBNPt7TvZmmz6j03vgWivSVOuZYLHUJTf09+mfcaMaOsZP75nHVGPg8MP75t3wfOO995rCuHPR3+Tm1xNzfLZp4P7WlubtSNHRvt9vH0z7LmasJe/Q5IoTRDDnmPKdMxly4tsx0+mzieiXBP86Wtry9z81v+7+dM5enTmef1NvLymZlHyWOrdQULU5bI13c328jeB9TdbD+ZxpuZXweubv1lTWLOt4LNemV7BpnSZrqH+fPaacM2aFf2a6+0H2Zpfey/v+Tn/fpnPtT1sPy3Ws0hh14Kw5wGbmnrWmauZ+Lx5K3Y8p+39rtmWCW5zlH25qqpvk13/PhQsC3ivbJ1chD3ykK2Zvle2q63N3nTd//2ZtifsefBc+eDt0/7zTbD5cfB3LJcmdeIZo3i0tWXunc07iPI5CXo7d9gFoLHRfVew3bL/wUDvQA0rGIT1ZJZPADJ6dLSLhveaO7d3T2W5Xt4B1NYWPcgp5OUv9OUKPjK1p/XyOiz/amp6P6OTLSAIe7lnbqIV8P0nt1zPcQV/G2vdejLtv5L7Pm9bvJN1PvuAv0OJbCdcf4cAwYKK1y7c20eqqtz0sJ768g2ovfbZUX8ff75Fmd/fC1LU5wmknjyI+oxRKtX3eabgPNOmufy5+uoVdtddc2+LVwAOK3RG3ae9jgH8+0+U7Rk3rmc9+Rbuov42/jzLlbZsz0xlK3wdfHDffIt6/PgLFFEDEC94j1q48fbpqPuZly4v36Kcp4M9bkat8PH2WU+23zWVCn9uJGyZ0aPd9GDBM5/zdGNj73NUlHz2XtnOt2Hblc/vEyy05wqmwvLZyzd/8F5dnfth/XyeRcrnPO3t01ECo6am3s/95Mpbf1qjpilYWejf/ijbERR8vtPrZMNLf6aOIpqbc/eCam32/bOqqu81N1c++Pdp75jLtg7/+aLUCIxiFOyJy/+aNSv63RLv1dyc/YITdrL1ekbJ9hBg2A6a6UHzsNeoUflth9ezTj7LeEFhvnfZ8nmlUj0Xw1yFKC+vgxcFr9YmrJZL6v0Qe7CHs1yvoUPzKzxUVfVc2KNeCCV3oYmSz1VV7jVjRu7OA8Ly2su3XL1kef9HvQMWTHtLS2EBdT77mnfhifr7eAWbbHcjwl5ezV+2Wv9MacuUb955yJ/XXuCTLfjwfv9CHhpPpXr38pRPUO2tL+r507trFnV+/0PnUWvXw4KjbL1mhgWs+VSUeXdBo54/vG3Kda727wNej6hR0+RtU66CoPeqq+tdYMsnCPPnd1hlSPAV7Owl0/nAmJ5KpCFDeq6fUdPl7Z+5Avewa3W+r3zyyx8c5nNnzr+vzZ2b+WH9bL2ReefR4F0Vr6DvfX8+LUi8l9eDaa592us1UIp2rvFa9eR71zTszkyUslRwOX+rCK8S0d8RS6bOcDJVgHtBjr/DoihlsOrqnutUPoGRV/GV7bgkMIr5VS6BUT7BxUC8wk62tbXRCnj+28f5FqSj1vb25zV8eDx56BVYo94x8ppBeCePXLUwUu/b4vnkc319/nc+ot4B6++rvj76XSmp913KqE17JJe/uWoIvcKNvwlJPoFEIS/v948agHkBRb6FFK9JZT7LHH64WyZXHvjz+r3vzS9tXs1yvtvjdc+ez76z++5uXXvuGX2ZtrboFTjG5H/cjBjR+y5alADRfwzkm29eT3f5LNPSkt8+cMQR+QcFTU3RAhX/K1Pz5UwvfwE7rGlo2MtrhprvXfoZM/ILQCSXx83N2c/tAxEY5XtO8/a3QranoSFa8Om/MxTWfNkLnoP7e3199jEQM72i3DXzHjHwd3Me5bu9Jtr5PvbgPwdEPX68O+Eef2VRVVXfsqS/KaGX1zNmZM+/2trelVFRz7nV1W6ZKPkc3B+i/H7lgMAoJlGfaRjIV39vz3u1FvlecMv5lU/g4b2i/G7BvPaem8lVaJd6197lE/CNHl1YQSWfplqFvgoJPDI17cyWz/kGeN44HcXe/lTKXdyj7m/e3bx8CykjRuS/jNclfa75/HntXTzzWc+MGfnfYfBqPfMJciRXsBoxIr+05Ztn+W6/1DNGR7a7Rf489j8nk8+5atq0/I+FKMdB8HjLt6Aq5d9E3Ask8lkmatNA/3YU8oxqIa/hw6O3OOhPXmdrkRL28oKSfPfrqqpo+6bXEsTbrzOtp6mp7/HobXu+edDcnLti1t+6w6vAyqfSuqYm/5Yq9fXRHxWQrN1pp95lx1x3tUaPLrxJ/tChhTUtz7UPBPfpKOfcYFPNUskWGFWXtOeHQSZbt7Dl6pprpH/91+w9uA2kVKr4eWRt/ssUkiavi8uVK6PNK7nedDZsiL6Ol192Xf7mY9066eyz81umEC++mP8yZ5+df17/9rf5zb9tm3TttfktU4ju7p4u9KPo6nI9+x10UH7rWbdO+t//zW+ZfHo89LzzjvTcc/ktc+ONuXs/9Ovudr1jrl3regbMxyc+kd925du9+fbt0ve/n98ykuttzRjXm2IumzZJH/yg69Uqag9mnocekr761ezDIwTl6qktTJTeRoPy7U3tlVeks87Kfx2rVkXfR73uhwvt5j4fmze7oTXykc9x43nzzfzm7+525xyvC+uoou4D1vZ0Z5+tl7rly6Xdd+89rarKvfK9Htx1lztXRXH77W7+iROlT3868/ALQYX0Drh1a37bsnGjOz6PPdb1WhnszTLoxRddWe3OO13Pvrnm9yu0fJOv++/PPc+f/5z/98aNwAh5X6D6o9ICx1y6u6NtU3e3G3Mh34thISenJ54oLDiMQyG/fyHbUq7bf801hS1XyH6Qb3BkrfTww/mvJ9+8vuaawgLXfLenri7/dXR25r9MKuUKxlGD5C1b3DhnX/qSS2NwnKRMNm6Uvv3t/NKWKYg4/HDXfXfUyo36emnYsMzj8OUr6jb7WesKufkEhkuWSP/4R/7ryte2bbm7NA6yNv8gNEr39kH33DOw3YCH8b4/27hk69f3fp9Pwd6vs9MFVFHPB9u3S5/8ZPHLHt3dbmiKfM5T8+a5ICfqvrNtm9sWKb/z7rZt8VR+R9k/C/3d40RgNIAGsl///iikxg/FF7W2qr/KNShA+Qsb16QY4thHy/V4s9aNcxY2GG42UWvJ/TIV0v7jP9x4NVEDdWPc3bQ4K9HC5BMUSeFjAxZDOZ9zo4xJ1V/d3fHtG4X8pv7xJIupri6/wGjVqvy3p5Bt6eqKdjcnDnFUVPQXA7wOoOnTS50CAECcyrlQnMmaNdK550af/5JLpDPPlPbaq3hpQnEMtlYahYgrDzZtym/+Qu6cFrot5XKeqoT9kcBoAO2/f6lTUJmamvJvYjZ6dHHSAgBJMGaMa1KXizHSKae4EevzfS4MAPzGjy91CnIjMBpA5dKUrpRmzJDGjo0+/+jR0n33Sf/939GXMUY64YT801bOqqtdO34gqaIU0tHXqFHuvBtVba0LdCTp+ONzzz9kiAuiVq1yz1MBla6qqtQpSK7DDit1CnLjNDeAJk8udQoGTmOj1NAg1dREX8YY6Vvfko47LvoyI0f2/F9bG22Zj3zENQOpzuMJOWMKexg7DnV17qHin/wk/9qUfAsq1dXSrFn55d1gMW5cYcvtuqs7HqLKZ144I0dKN9yQf4El6jnDM3q0NHdu/neod901v/njNHOmO+9GOaYbGqQnn3SBjtQTIGXz3ve6v5Mn55ffRxzhnmOaNi36MuPGSQccEH3+OE2bJjU357dM3C0bRoyId33lYuzY/I/pfPbLwaiQXhEld1w3NRW+nkrYRwmMBtCYMfmdOOvr3fyzZpVfDUZtrfTYY66rz7Y2l8aozj03ehDiXaAnT3ZBWJR8mDLFLffUU+7kFiU4uPtu12Vpc3N55fWuu7ruK4891rXhv+KK3Ms0NrrCXUuL9N3vRjvBGeNqfuvq3O9z1125l2tqcvmVz0kwn3nj9ulPu+2pro4eGA4ZIq1eLZ1zTrT5m5rcQ675Bp7e/LW1bp25lg/uw8OH57e+Yps2Lb9Klcsvd8f0z38efZkZM1wb/eZm6eCDo50HvvUt97zM3XdH/42qqqRvfCN6uiR3nPW3Iubgg3PPU1XlghvvfJgr+P/yl3vOuZL7P1c+eB00jBnjOrSYO9cFWNmMHSv98Y/uvPaDH0SvwPn1r6WLL442b9x+8AN3jm5piXZ3c9w4acGC3tOy7ROplDv2C1VfH727eS/YHQyqq6VnnnHHdNRreyGtM0aPzj8wltx1ttAgpJgKefSjtla6/npXloqyrxrjWgMNGdJzbYtSGVNymQY4qrRXOQzw6ok6mNrhh/cs4w2O5r0yLTNiRO9Bt/IZTXvo0GjzhQ3C1daWe5nq6p4Rzb1RoHONPO8fBdnLg2yDitXU9B792Vtu2LDo29LSUtgghlHzOp9BG70Bdv1yDUTnjQDviTJQojfoa3Dk7Ez7hDc4Yj7789Chbpl8B3v0BoXz8m0gRojPlm/efjZkSPbfavjwnjzINXij9/IPwDd3brTBf8eNc79NS0vPb5RrAMPRo91gglVV7m+239L/Cg5amCuvowzyF3wNGeLS4+VBlEFJ/eeBlha3zMiR0fLav1yu9QTPG1EGffS2J58BEr3BGKPuA8FXXV209QXPBbnO02GDK15/feZ9YOTIvvNb665d2dYTPK9FPS94+0Gu60DcL//+6ck1ULeXBy0t7hz329+usHvtlX1+b5+ZNcv9bWnJng/efN4gptZGO95mzep9/jvggPzKB8V8HX54fr/9rrv23s9mzcp9Xjv88PwHPPWOtXwHJp41yy2bz+CvcbxaWnrO79XVbh/ItUywvPbLX2bPZ+8Y8MqDwXN2KSnLAK+hEyvxVU6BkbVupzviiGgHWpjRo8OXmTGj94jHUQuRQ4bkd0CHXQiGDMm9juCOn2sk5LADJVM6m5oyH1jZLgZhy7S15S54SfkHoV4Bt64u2sjUM2b0TVu2QGTs2Py3P9PvaW34xSGV6r1vtrW53zbXSODjx/fMP3dutIJQY2PPMs3Nbrmo+/TBB0ffn2tqeoJ2/3ZlKxh7abPWLZtr/6+qCl9HIcdargK7V4jyX2yyVQ5I7ju9i2HUfdpbz6xZ0UaC94/Onms/608eBI+bKMHkHnv0XUeu32fGjN7Bbq59wHsF94MRI6Itl0r15Hlbm3sfZf+Muq6wipiWlsz7QNj5ydrs55uwyitro1WwBAteY8dmn3+XXaLtl/5XvgGXvwLTb9ddsy8XzIMVK1ZkzYNM5YFs68l0bcuWLu/3CZ4/cuV1HC9jol87wvYZz7XXZt6nvbxua4u+79TU9P7+qGUp//HmXRdLncdS3+tuW1vuiqVUKnyfbmzMb/8sFxUbGEn6d0l/TL8mZZu33AIja7PXkgUvnEFhO2ltbc8JbdYsd8JeuDD7yXbGjN61SV5tbLYav0wXtkwXw6FDe68jmAdRThpBs2b1XMCqqjIX7HOtxyusZ1omU8HjiCN6avCbm10+Ll6c/SQQvAPY3Jy7ZjXsYtjWlvmOVqaLZ7Z89t/9CfLXGhnTuyAY/H4v6Iu6Ld6FINsFNyyQmD9/RdY7eqmUK6C2tPQEbKlU9kC3oSF8u7IF7v5CoVfwHjo0c8EqrGLA2uwXQ2MKK0TmG3z41+OdP6ZNs3bp0hUZCwepVO/fJ8odmWzHdKba8kx5kK3wEdxvmptz13hnOudmuqPT0NB33ra2aHeAgtuTa5lUKvwcmm0/yLQ92fItLJ8zFdgzXQeszXwt8Aq2YbJtS3V1+PGTq8LHO1/NmOGC8vHjrd1zz+zLTJvWN4923z18Xu+am08eZDoOVqxYYa0ND/jr6jL/npnyLduxlq1SIZ9KMu81blxPWSKf1hb53i31Cun+Cohswcu4ceHbku1OxsEH98znnQvHjs3dUiWorS33XcOwioVMld7ea/z4nvNzlMpb71VV5fJq2rTc68hU4ZFtHwhbJlulSqbfplxUZGAk6X2SHpBkJO2bbSOsLc/AyNrwW+GZdsqwZZuaem77ZrqoWRt+AsoWfGUqSB98cOYLQaYCe1jzDL/gwTZkSLRAxyuIZirUBoUV3HKlra0t/AIX9hutWLEiay1TeG1s+LzG5P59gkFYsKAaFLYPVFVlD6YaGtzF3zv519Zmv5PpLReslfZfbMLmz3TRDNPSssI2N2e+AzBtWu9CvncxzbR/Zjp2rM1c6AgrEHnrChaqjMm+DmszB2CZzgXZgvZMNdjWunSE5UGm33TFihW2pSV8nw4rqHoVK2FpyxaAZ8uDbPt0WFCd6bdpaMjcXCXbOTfT/pnp3JGrRj7szmG2oNKY7Mdo2G+T6djxhOV1pu3xriHNza5QNm1a5oquXNuTqXLA2szH2owZmZvZZMu36urMlTjZ7tZ7v43XxK2lJTxt/vNMmEwVn5mOAy+fg+mrq8t9jQteQ7MFRdnyra4u/+t78PzhBRNRKwi8c4bX7C/bXVf/ed3fRDDs98n0+7vtX5Hx/Jkp77JVKGQ6f+SqLAo7rjMt41X4BbepuTn3HbTgMZTrbnO28lemwD0srzNVrIXdXSo3lRoYzZR0ie/9nyQNzzR/uQZG1todBY+qquwnpkL4T7bewZOtMOwXPBFkqyH0BAOJbCcn/zJDhrgCTbYLZ9hy+bZLDW5TlHywtu+JN2w5f157zb6qqtxJwHvOI8ysWT0nKWOyNwn0C154c+Vd2MUj2/zNzeEFiCj7aPDkniufg79LtppYf0EtmLZsy1nb+25qU1O0IM9/1ylKodDa3hf7qPtnc3NPDaAxufO5ra3vHcdcwYe3nBfs5joX+Pdpr7ATvMucaR3TpvUEI1H26bCCZL53zqurswcR3l1NrwAWtWIlWPDMdWHPVojKdJyG1cZmq4jyBGvpcwVFXl4Ea91zHW/58gIL71wYZZ8ZMqRnW6IcA/71zJ3rjofRozPf2favK+w3zbQvBPdN//Oy2Xh3q6Ls0/589u+rUa9x+V4PW1pcxUJ9vWtGmivP/Nszdqzbz6ZNy37+yBYYZCp8Zwr2a2uz53mUimKPV+ETDPRylXGC19AhQ3JXZPvT1dTk9k+vxUm2ZaZN69mvc+0H2fI5WwVOWHPzXMdccF3Z9puWlhW2oaHn9xw9Or9rYilVamD0LUnn+97/QdL+meYv58DI2sIK+VGEnWzzWUchBbxC1lWs7Q/jrwkcyOXCChBRtquQu1/+ZaMUOqwNryUOawLgyVS4855HyyXffI66r/nzubnZndy95gXF2H/i3DcLWV8++0C+6yi0UFyoQrYlrnPU3Lmus5hcdwr86Tr8cLd/+jvOyVXwSqVcgS1qJVGh54+oeR3nPlBIQNAf/uAt1/q8Z0OHDMn/PB3lXBj3sRYXL5iqqnKvbM0p/ct4HZOkUi4oyjfPswmr8Il6/oj7ehCVt4/NmuUCkAMOyH2d9s4d9fWuLBA1D6Je271WNOWYX7lkC4yM+7z8GGPOlbSztfb76fd/kXSEtXaDb56zJZ0tSSNHjpywZMmSkqS1lDo7OzVs2LBSJyMR+pPXW7ZIGzdKO+1UvPGUnnhC2r697/QJE8Lnf+klaf363tO8bnXf977SjfvEPh0f8jp+hZwLinn+YB/oQT4XrtC8K0aeD/a8zgf7dLipU6c+aq2dGPZZOQdG/yrpR9baDxtj9pd0q7U24/CXEydOtGvWrIkvgWWitbVVU6ZMKXUyEqHc83r27J4xRzw1NdLWreHz33NP78F4vTEaJk/uPdZJ3Mo9nwcT8hrsA/Egn+NDXsejkvPZGJMxMMpzGML4WGv/YoxZYYxZJalK0rmlThNQzq6+2v31gqNsQZHkBl9saZEWL5amT3fvAQAAkqpsAyNJstZeJumyUqcDqBRXX90TIEVx7LEERAAAAJKUKnUCAAAAAKDUCIwAAAAAJB6BEQAAAIDEIzACAAAAkHgERgAAAAASj8AIAAAAQOIRGAEAAABIPAIjAAAAAIlHYAQAAAAg8QiMAAAAACQegREAAACAxCMwAgAAAJB4BEYAAAAAEs9Ya0udhgFhjHlT0l9LnY4SGCFpXakTkRDkdTzI5/iQ12AfiAf5HB/yOh6VnM/7Wmv3CPtg0ARGSWWMWWOtnVjqdCQBeR0P8jk+5DXYB+JBPseHvI7HYM1nmtIBAAAASDwCIwAAAACJR2BU+RaWOgEJQl7Hg3yOD3kN9oF4kM/xIa/jMSjzmWeMAAAAACQed4wAAAAAJB6BUREZY6qNMTcYY1YZYx4xxnzSGLOfMeZ+Y8xKY8zPjDFVvvnHGmOe9b0fboxZZ4xpTb++HrKO3YwxdxhjVhhjfmOMaUhPPye9zkeMMZ/JkL4ZxpgH068TAp9dbIz5/sDlRvFUYj4bY0YaY5an07zMGLPzwOfMwCv3vC50neWm3PPZGPN9Y8xDxpj/M8Z8OT3tkHTaVhpj7jHGvGfgcyY5SrkP+D7/jTHmnAzpOya9D/zRGDMz8NnpxpjF/c+FeFRiXhtjhhpjbjfGPJBe53sHLkeKo9zzOf35SGPM34wx9b5pL/vWeUX/c6L4yj2vjTFfN8Y8nE7bd9LTRhlj7kuv7wFjzJiBy5E8WGt5FeklaYakn6T/HyE3ztKvJX00PW2hpE+l//+CpP+T9Jpv+SmSFuRYxw8kfTn9/7ckzZa0u6SnJFVL2knSKyHL7SbpL5LqJQ2X9LSkWklDJf1K0nOSvl/qPBzE+fx9Seen5/mepAtLnY+Vntf9WWe5vco5nyUdLenO9P/1kl6QtKukFZImpqefK+mHpc7HSn6Vah/wffZJSeslnROyXLWkZ9L7S42kxyW9R5KRdK2kZyUtKXUeDvK8PkfSVel5zpZ0XanzsZLzOf35xyQ9JmmjpPr0tP0kLSt13g2mvE7n6eOSquRu0Dwk6QOSrpf0ad9vcUsp8o47RsV1i6RL0v93p/8eJml5+v9lkian/39Lbkf0myBpfDq6/40xZq+QdRyV/p4d32etXS/pg9ba7ZL2kiuYB31I0kPW2s3W2g2S2iWNlTRE0g2SLo+6kWWgEvN5q1zBU5Ia5C58laCc87o/6yw35ZzPD0v6YiBt3ZI+K+nR9HsjaXuW7UNuJdkHJFdbLBco/3eGtB0gqcNau95au03SSkmT5H73P8gFxpWkEvPafw3ZSZnPieWknPNZcuesJrkCvX+dextjfm+M+Z0x5l+yLF9OyjmvX5F0rLW2y1rbLRccbZd0kaQ70vOU7BpCYFRE1tpOa+3bxpidJN0s6duSamw6HJbUKVcLJGvtndbaTYGvaJf0H9baoyX9VtJ1IavZXdI/Q75vuzHmfEkPSvq7/5ZpyHI7lk2ffJerglRiPsvVjHzNGPOUpE9IeiOvjS6RMs/r/qyzrJRzPqeD/PXGmBpJN0q6wVr7trX279Zaa4w5UtL5kq7pRxYkXin3AUlXSJoraXOG5GW6fnRba5dKqqhenSoxryXdKmmqMeZpSXPk7giUtTLPZ1lr77PW/iMw+XVJV1hrP5z+jptybmgZKOe8ttZus9a+YZx5kv5irX3GWvumtXarMeZgSVdJ+m7+W95/BEZFZozZRy5C/19r7f9I2maMMemPd1Hvmomg30u6P/3/bZIOMcZ8ytfmc4JcpO/VGvX6PmvtdZL2lrSPpOOMMb9NL/fjwHJR0lLWKjCfF0o6y1r7fklfkfSTgja8BMo4ryOvM9qWllY557Nxz8TdJelZa+1lvjSfLLcvn2itfbXwrYdUmn3AGPP/JA2x1v4+kJafp5dbqkF2/ZAqMq+vknSttfZ9ko5R9jshZaOM8zmTR+WCUFlr/yBpL196y1o557UxplbS/8g9YjDTN99kuUDuDGvtUwVuev/YMmgLOVhfck1RnpLU5Jt2s6Sj0/9fr3QbT9/n/jae/ytpevr/E+V27uA65kmakf7/P+RuX/6LpFvT04zcrclJgeV2l/RnuTbLu0hqk1Tn+/yLqpxnjCoun+Vq4w9Nz/MBSctLnY+Vntf9WWe5vco5nyUNk/SIpM8Fpn9OrhnVbqXOv8HwKuE+cKWk1ZJaJb0kV3P80cBy3nMvu8g9M/lnSSN9n09RZT1jVHF5nV7nSel53iNX617yvKzUfA58x0vqecboe5IuTv8/XtIfS52PlZ7Xcs8W3S3p3wPTp6b3731LmXeMY1RExphrJZ0q9yCq53xJP1bPye48a22Xb5nXrLV7pv/fT9Iv5O7sdco95NarFtYYM0KuOUuDXHOsM6y1m4wx35WrReqSdJu1dl5I+s6U9KV0Wi631t7h++yLksZaa/+9P3kQh0rMZ2PMeLmHlLvSr69Ya58NLltuyj2vC11nuSnnfDbGzJa7CP7JN/lMSWvkmvP8Mz1tpbX2PwrLAZRyH/B9/p9yhaWfhaTv45IuTX//9dban/s+myL30PVphW19vCoxr9Pr/G+5SreUXCHzwcJzofjKPZ9987wkV/7ZbIzZRa5Dqp3knnk5z1rbVsDmx6qc89oY8ylJi+UCKM/Fkn4mV3H8Wnpam7W2V4+XcSAwAgAAAJB4PGMEAAAAIPEIjAAAAAAkHoERAAAAgMQjMAIAAACQeARGAAAAABKPwAgAUBLGmCvTg/49a4z5W/r/+4wx3ynCus42xtQM9PcCAAYPuusGAJRUHOOm+ccmKdY6AACVrbrUCQAAwOMfHNQY85ykhyT9q6R75QZZ/JCkF9Ofj5LULKle0jZJX5b0qtzggXvKDRb475JGpd8vMcZ8RtJCSQdJGi6pxVp7oTGmVdITcqPbb5C0UtKxknaVG/D2k3IjwA+XtLOk/7TW3lXMvAAAxIumdACAcjVa0rfkgqFzJC2w1v6bpA+lR12/StJPrLVHS7pQ0ny5gGcPScdJ+rSkOmvtIrnR1E+T9F5J91tr/5+kwyR9zre+h621R6X/f8da2yQXLE1NT6uX1CQXMF1rjOEaCgCDCHeMAADl6h/W2g5JMsZ0WmufSk9/Sy5I+YCki4wx30hPT1lrnzTG/EzSLyUNkfSTwHe+KWmSMebjkt6WNMz32RPpv/+U5K3rH+l1SS6gspLWG2PekrR7+vsAAIMAgREAoFx15fj8WUnzrbV/NMYcJKnJGHOIpF2ttScYY/aW9ICk36a/q0rSGZL+aa093xizv6SzjDEm4vo+JEnGmD3kAqp1BW0VAKAsERgBACrVNyT9zBgzRNJQSRdIapd0qTHmFLk7Pd9Lz/tHSb+TdJ6km4wxE9Lz/lnSPhHXN8oYc396XedYei8CgEGFXukAAMghjp7zAAClxYOjAAAAABKPO0YAAAAAEo87RgAAAAASj8AIAAAAQOIRGAEAAABIPAIjAAAAAIlHYAQAAAAg8QiMAAAAACTe/wdl3CSZtsIhdAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       ds     y\n",
      "720   2015-03-01 09:42:00   247\n",
      "1993  2015-03-05 19:47:00   716\n",
      "2008  2015-03-05 21:02:00   939\n",
      "2009  2015-03-05 21:07:00   507\n",
      "3158  2015-03-09 20:52:00   327\n",
      "3159  2015-03-09 20:57:00   348\n",
      "3160  2015-03-09 21:02:00   307\n",
      "3735  2015-03-11 20:57:00  1673\n",
      "3736  2015-03-11 21:02:00   372\n",
      "4576  2015-03-14 19:02:00   205\n",
      "6367  2015-03-21 00:17:00   421\n",
      "6657  2015-03-22 00:27:00   359\n",
      "6658  2015-03-22 00:32:00   193\n",
      "7527  2015-03-25 00:57:00   323\n",
      "8021  2015-03-26 18:07:00   324\n",
      "9795  2015-04-01 21:57:00   282\n",
      "9796  2015-04-01 22:02:00   209\n",
      "11070 2015-04-06 08:12:00   486\n",
      "11071 2015-04-06 08:17:00   605\n",
      "11885 2015-04-09 04:07:00   340\n",
      "12061 2015-04-09 18:47:00   281\n",
      "12417 2015-04-11 00:27:00   242\n",
      "13445 2015-04-14 14:07:00   275\n",
      "15489 2015-04-21 16:27:00   257\n",
      "12.5%\n",
      "75.0%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wp/zfkgqzvj2lq6fk2gy0rbmq6m0000gn/T/ipykernel_33630/3567235830.py:54: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  zt[index] = abs(tsdata[index] -  init_window_mean) / init_window_std\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9997296066622866\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wp/zfkgqzvj2lq6fk2gy0rbmq6m0000gn/T/ipykernel_33630/3567235830.py:64: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  outlier_df['ds'] = pd.to_datetime(outlier_df['ds'])\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAGnCAYAAACNanelAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABIwUlEQVR4nO3de3wU9b3/8fc3FwgEUBGN1VBQkWq9FAQP2J+psVK8Fls9WqDVejui9vSiB7EcrcfjpV4raitaDyq9UPCGeENFlCC0UgtY6wUTVGyN4gWKQLBILt/fH9+Z7Oxkd7NJdrOzm9fz8cgj2dnZmc/MZ+Y7+8nMfMdYawUAAAAAkIpyHQAAAAAARAUFEgAAAAB4KJAAAAAAwEOBBAAAAAAeCiQAAAAA8JTkOoB0DBo0yA4dOjTXYWTNtm3bVF5enuswEEBOoom8RA85iSbyEj3kJJrIS/R0JSerVq3aYK3drasx5EWBNHToUK1cuTLXYWRNTU2Nqqurcx0GAshJNJGX6CEn0UReooecRBN5iZ6u5MQY8/dMxMAldgAAAADgoUACAAAAAA8FEgAAAAB48uIepEQaGxtVX1+v7du35zqULttpp520Zs2aXIehsrIyVVZWqrS0NNehAAAAADmRtwVSfX29+vfvr6FDh8oYk+twumTr1q3q379/TmOw1mrjxo2qr6/X3nvvndNYAAAAgFzJ20vstm/frl133TXvi6OoMMZo1113LYgzcgAAAEBn5W2BJIniKMNYnwAAAOjp8rpAioLFixersrJSY8eO1dixYzVkyBANHz689fXrr78uSZo8eXLrZ5qbm3X00UerqampdVhLS4suu+wyPfjgg7r55pt1++23a+PGjTrllFMSzveII47Q4sWLtddee7XOa+zYsRo0aFB2FxgAAAAoYHl7D1KUnHvuudq4caP+8pe/aNu2bdppp51krdWdd96pAw88UJL0zjvvtI7/6KOPauTIkVq1apUOOuggSdKnn36qPffcUw899JBaWlrUt29fTZw4UVu2bImb18cff6x33nlHW7du1dtvv63TTz9d119/fev7RxxxRDcsMQAAAFCYOIOUIa+++qquuOIK/f73v9eNN96offfdV1u2bNHf/vY3feUrX9G6des0ePBgLV68WDfffLOmT5+urVu36pRTTpG1VrW1tVq8eLEWL16st99+W01NTfrd736n1157TWPHjtUuu+yihQsXqra2VrNnz9bHH3+s5cuX6ze/+Y1Gjx4tY4x23nlnWWtzvSoAAACAvNWjziDV1UnLlklVVdLw4Zmf/sqVK1VU5GrODz74QJJ0yCGHaPr06frnP/+p1atXa/bs2RoyZIhuuukmlZSUqHfv3nr22Wc1duxYNTY26pprrtGaNWv0zjvvaOXKlRo7dqxmz56tc889V8cff7wkqaqqSitXrtQBBxyg9evXa8SIESotLdVee+2loUOHasmSJTrqqKMyv4AAAABAgesxBVJdnXTooZK1kjHS6tWZK5L8omjhwoWtw+rr61v/fuqpp3T99dfrwQcf1C9+8QtdeOGFWrdunSRpxIgRGj9+vEpKSjRr1iz9+Mc/1o9+9CMNGDBAv/zlL7V161Y9++yzGjNmjCRpzZo1+sUvfqF//OMf2rx5s/bZZx9973vf0+bNmzVy5Eh99atf1Z577pmZBQMAACgQ1loteHOBvrX/t+iYCin1mAJp2TJXHH32mdS3r3udiQJp27Zt6tu3r5566iktWbJEf/rTn3TwwQfr008/VXV1tSRp06ZNuuCCCzR48GBt2bJFxx57rK688ko1NTVp3LhxkqTnn39eP/jBD1RaWqpzzjlHDQ0Neuedd/TLX/5SP/nJT7RixQpJUr9+/XT66afrzTff1JFHHqnHH39c559/vurr67V8+XI9+eSTevLJJ7u+YAAAAIWgpUWaO1cL51ypk8e8pSf+PEwnfPdKadKkXEeGiOox9yBVVbkzR337ut9VVZmZ7tq1azV48GBdeuml2rRpkyRpl1120bJly/Szn/1MkvTYY49p69atevXVV/XUU08lnM4JJ5yg8ePHa8yYMfryl7+sBx54QL169VJlZaUaGhpaxxs8eLCOPPJISVJdXZ2Ki4u1xx57qL6+XmvWrNHmzZszs2AAAAD5rqVFOvlk2Snnaeo+b0mSpu7zluyU86QkPQUDPaZAGj7cXVZ3++2Zu7zOWqsHHnhAzz33nJqbm/Xd735XktSrVy/99re/1Z/+9CetXbtWN910k4YPH67nnntOX/jCFzRr1iyNHTs2rse5pqYmTZ48WW+99ZY++OAD/fGPf9RvfvMbzZgxQ3/4wx80YcKE1svyrLXasWOH7r33Xo0ZM0YvvPBCazffwUv7AAAAerS5c6XFi7Vwz89UP8ANqh8gLdzzM+nZZ6V//jO38SGSeswldpIrijLZOcOrr76qI488UlOnTlVFRYWuuOIKPfjggzrrrLNUVFSkxx9/vLV3ukceeUR9+/bViBEjdO6557a5xK6mpkbPP/+8HnroIe25557685//rIcffliLFy9Wv379tNtuu+m9995TWVmZjj32WB188MH6/PPPdeyxx+prX/uaFixYIIluvgEAAFrNmCG7bZumjpcaertBDb2lqeOl4+/YJn30UW7jQyT1qAIp0w455BDddNNNra+vuuoqXXXVVa2v+/btq5EjR+qpp55q7cihurq69d6kkpIS1dTUaOvWrRo3blxrsSRJhx9+uA4//PDW14cddljr33/961/jbi6cP39+699Lly7N3AICAADks/fe08L91Hr2yFc/QFq4n1Te2JibuBBpPeYSu1zyi6NMCfe8Epx+cXFxRucFAACQr+zgyrizRz7/LJJKS3MSF6KNAgkAAAAFaeF5R6l+p8Tv1e8kbd6tf/cGhLxAgQQAAICCY63V1B1PqKFX4vcbekn1drOstd0bGCKPAgkAAAAFZ9Hbi1S7sU5FpkhFMipqUexHRkWmSNubtmvR24tyHSoihk4aImbdunUaMmSIioqK1NDQoPfff19f+tKXch0WAABAXtl34L669uvXphxnr817ad+B+3ZTRMgXPaNA8p6grBkzpPfekwYPli66yD1BuYsdKNx4441xvcj51q1bp4+8riOttbr66qt16qmn6v3339fy5cv1k5/8RFdccYVuvfXWuM9NmDBBJ554onr37q3169dr9erVOuGEEyRJl19+uUpKekbKAAAAumLYwGGaXjU95Tg1NTUaNnBYN0WEfFH437a9Jyhr8WJp2zY37OOPpSlTpIcekh5+uEtF0rRp09TY2KhPPvkkbvhHgX71Dz/8cH3++ee64YYbNGTIEG3ZskX33Xefmpub9dJLL+mmm25SVVWVXn75ZVVWVrYWRHfccYcmTpyoMWPGSKKHOgAAACDbCr9A8p6g3Foc+bZtc09QnjdPmjy5S7NYsGCB7rvvvrhhU6ZM0UUXXaRLL71UZWVlmjlzph577LG4cUaMGKGVK1dq69atstZq2rRp+ta3vqU333xT1113nXbbbTetW7dOd955p6ZOncpDYAEAAIAsK/wCacaMtsWRb9s26ZZbulwgDRs2TGeffXab5x3169dPFRUVmjVrlmpqatTY2KjjjjtOkvThhx9qwYIFuuWWW9TU1KR77rlHb731lnr3dh31jxgxQiNHjpQkvfLKK12KDwAAAEB6Cr9Aeu+91O/X13d5FnPnztX999+vk046SWVlZZozZ45OO+00lXoPHxs2bJjeeOMNzZo1S4888oi2bNnSeindwIEDtXXrVp155pkqLi5Wc3OzJOn111/Xxo0bJbnL9Y4++uguxwkAAAAgtcIvkAYPdvccJVNZ2elJr169WhdeeKEkqba2VjfddJNKSkq0Zs0a3XbbbSoqKtJZZ52lr371q5o/f772339/rV+/Xh999JH2339/vf3227r//vt1/PHHq6SkRMaY1mlPmDBB48ePlyQ999xznY4RAAAAQPoKv0C66CLXIUOiy+zKy6WLL+70pA899FCtWLFCzc3NGjVqlF566SUVFRVp3LhxWrBggfr16ydJevrpp7Xrrrtq+vTpeuGFF7RixQpNmzZNL774opYuXarjjz++zbQ3bNigd999V5L0ySefaMiQIZ2OEwAAAEB6Cr9AmjRJevDBth01lJdL3/iGNHFilyZfW1uradOm6bTTTmtzD5KvtLRUAwcO1KBBgzRgwAD17dtXr7/+um6++WZdcsklceOuXr1azzzzjCTpjTfekOSKpeeff16DBw9u7eEOAAAAQOYVfoFUVCTNn+96q7vlFnfPUWWlO3M0cWKXuvh+4403dM455+iCCy7QGWecEZhlUdzlckcffXSbe4iOPPJILV26VJK0devW1uGHHnqoZs6c2emYAAAAAHRe4RdIkiuCJk/ucm91YV/+8pf14osvthm+aNGipJ8ZN26cxo0bl/C9M888M1OhAQAAAOiEzp8+AQAAAIACQ4EEAAAAAB4KJAAAAADw9KgCyVqrR9Y8ImttzmJoaGjo1vmtW7dOLS0trfOura3t1vkDAAAA+aRndNLgWbh2oU5+4GQ9MekJnTC8691lb968Wcccc0zr6w0bNqilpUW7775767AlS5aoT58+ra+vueYajRkzRt/+9rfbTO/GG2/U/Pnz2wxft26dPvroo9bX1lpdffXVOvXUU/X+++9r+fLl+slPfqIrrrhCt956a1x34xMmTNCJJ56o3r17a/369Vq9enVrV+GXX365Skp61CYAAAAApNRjvh1bazV10VRJ0tRnp+r4/Y6P64q7M3baaSetWLFCP/zhD/Xyyy+ruLhYklRSUqLdd99d8+fP14YNG1RZWan99tuv9XM1NTW64YYbJEl1dXV65ZVX1L9/f02bNk2NjY365JNP4uYTLI4k6fDDD9fnn3+uG264QUOGDNGWLVt03333qbm5WS+99JJmzpypQw89VC+//LIqKytbC6I77rhDEydO1JgxYySpNV4AAAAATo8pkBauXaj6rfWSpPrN9Vq4dmFGziJJ0quvvqoJEybEnbmZPXu2JKlXr1665JJLNG3aNH3/+9/X5ZdfrtmzZ+vqq69WSUmJrr32WpWWlrZ+bsGCBbrvvvvipj9lyhRddNFFuvTSS7XHHnuorKxMM2fO1GOPPRY33ogRI7Ry5Upt2bJF1lpNmzZN3/rWt/Tmm2/quuuu02677aZ169bpzjvv1NSpU3XEEUdkZPkBAACAQtEjCiT/7FHDDnf/T0NjQ8bOIvmampriCiT/PqcBAwbokksu0UknnaSpU6dq9uzZWr16deu4l112WdyDYocNG6azzz47blqS1K9fP1VUVEiSZs2apZqaGjU2Nuq4446TJH344YdasGCBbrnlFvXp00f33HOP3nrrLfXu3VuSK55GjhwpSXrllVcysswAAABAoekRBVLw7JEv02eRFi5cGPd6+/btrX8XFxfrrrvu0syZM3Xdddepurq6TQHkmzt3ru6//36ddNJJKisr05w5c3TaaafFnWUaNmyY3njjDc2aNUuPPPKItmzZ0nop3cCBAyW5h84WFxerublZkvT6669r48aNktwle0cffXRGlhsAAAAoJAVfIIXPHvkyeRbpiCOOiCuIpFhvdatXr9aFF17YOvyxxx7Thx9+qLFjx7YOmzFjhnr37t06Xm1trW666SaVlJRozZo1uu2221RUVKSzzjpLU6ZM0auvvqr58+dr//331/r16/XRRx9p//3319tvv637779f3/nOd1RSUhK3XBMmTND48eMlSc8991yXlhcAAAAoVAVfICU6e+Tr6lmkxYsX6/LLL28zvKWlRUVFRRo7dqx+9rOfacWKFZJcsXbOOefogAMOkDFGF154ofr27autW7eqf//+WrFihZqbmzVq1Ci99NJLKioq0rhx47RgwQL169evdfrvv/++dt11V02fPl0vvPCCVqxYoWnTpunFF1/U0qVL9Z3vfKdNTBs2bNC7774rSfrkk080ZMiQTi0zAAAAUMgK+jlIyc4e+fyzSJ19LtK4ceO0ePFiXXzxxSovL9eDDz6o++67TxUVFdpnn310++23t/Yg98orr+jb3/62DjzwQF1yySUaOnSoxo8fr5qamtbp1dbW6uSTT9Zpp52W9BI8SSotLdXAgQM1aNAgDRgwQH379tXrr7+um2++WdXV1XHjrl69Wtddd52WLl2qWbNmtd6/dOONN+rJJ5/s1HIDAAAAhaqgzyAtenuRajfWqsgkLzZqN9Rq0duLdMywY5KOk8yGDRs0adIkjR8/Xg899JB22WUXSdLjjz+udevW6aqrrlJFRYXOPfdcffGLX9S1116rAw88UJL07//+7xo3bpy+973v6dZbb9V7772nc845RxdccIHOOOOM1nkUFRW1uQTw6KOPbnMP0ZFHHqmlS5e2ifHQQw/VzJkzO7xsAAAAQE9U0AXSvgP31bVfvzat8Tpj0KBBevbZZxO+t/fee7d2151snJ133llPPPFE6yV2L774YptxFi1alDKGcePGady4cQnfO/PMM1N+FgAAAEC8gi6Qhg0cpulV03MdBgAAAIA8kdf3IHX23iEkxvoEAABAT5e3BVJZWZk2btzIl/oMsdZq48aNKisry3UoAAAAQM7k7SV2lZWVqq+v1yeffJLrULps+/btkShMysrKVFlZmeswAAAAgJzJ2wKptLRUe++9d67DyIiamhqNHDky12EAAAAAPV7eXmIHAAAAAJlGgQQAAAAAHgokAAAAAPBQIAEAAACAhwIJAAAAADwUSAAAAADgoUACAAAAAA8FEgAAAAB4KJAAAAAAwEOBBAAAAAAeCiQAAAAA8FAgAQAAAICHAgkAAAAAPBRIAAAAAODJSoFkjCkxxsw2xiwzxrxkjPlm6P3xxpgXjTF/NMZMyUYMAAAAANBRJVma7nclNVhrq4wxgyStkvS45IonSbdJOkLSFkkvGWMesdZ+nKVYAAAAACAt2brE7mFJl3l/t4Te21dSvbV2o7W2UdJSSWOzFAcAAAAApM1Ya7M3cWP6S3pU0mxr7W+9YV+VdJG19lTv9TWS3rbW3hf67HmSzpOkioqKUfPmzctanLnW0NCgfv365ToMBJCTaCIv0UNOoom8RA85iSbyEj1dyclRRx21ylo7uqsxZOsSOxlj9pI0X9L/+cWRZ5Ok/oHXO0vaGP68tfZuSXdL0ujRo211dXW2Qs25mpoaFfLy5SNyEk3kJXrISTSRl+ghJ9FEXqInCjnJVicNX5C0SNJl1tpZobfXShpijNnZGNNL0tck/TkbcQAAAABAR2TrDNJPJe0q6XJjzOXesOckrbbWPmmM+S9JC+UKtDustR9lKQ4AAAAASFtWCiRr7Y8l/TjF+wvlCiQAAAAAiAweFAsAAAAAHgokAAAAAPBQIAEAAACAhwIJAAAAADwUSAAAAADgoUACAAAAAA8FEgAAAAB4KJAAAAAAwEOBBAAAAAAeCiQAAAAA8FAgAQAAAICHAgkAAAAAPBRIAAAAAOChQAIAAAAADwUSAAAAAHgokAAAAADAQ4EEAAAAAB4KJAAAAADwUCABAAAAgIcCCQAAAAA8FEgAAAAA4KFAAgAAAAAPBRIAAAAAeCiQAAAAAMBDgQQAAAAAHgokAAAAAPBQIAEAAACAhwIJAAAAADwUSAAAAADgoUACAAAAAA8FEgAAAAB4KJAAAAAAwEOBBAAAAAAeCiQAAAAA8FAgAQAAAICHAgkAAAAAPBRIAAAAAOChQAIAAAAADwUSAAAAAHgokAAAAADAQ4EEAAAAAB4KJAAAAADwUCABAAAAgIcCCQAAAAA8FEgAAAAA4KFAAgAAAAAPBRIAAAAAeCiQAAAAAMBDgQQAAAAAHgokAAAAAPBQIAEAAACAhwIJAAAAADwUSAAQBS0t0pw50ujRUkWF+z1njhueTwplOQAgn9EWd0lJrgMAgB6vpUU6+WRp8WJp2zY37OOPpSlTpIcekh5+WCrKg/9nFcpyAEA+oy3uMtYOAOTa3LnxBzLftm3Ss89K8+blJq6OKpTlAIB8RlvcZRRIAJBrM2a0PZD5tm2Tbrmle+PprEJZDgDIZ7TFXUaBBAC59t57qd+vr++eOLqqUJYDAPIZbXGXUSABQK4NHpz6/crK7omjqwplOQAgn9EWdxkFEgDk2kUXSeXlid8rL5cuvrh74+msQlkOAMhntMVdRoEEALk2aZI0blzbA1p5ufSNb0gTJ+Ymro4qlOUAgHxGW9xlFEgAkGtFRdL8+dLdd0ujRrlnVowa5V7nU3eshbIcAJDPaIu7jOcgAUAUFBVJkye7n3xWKMsBAPmMtrhLKCGRPTzFOZrICwAgkwrpuFJIy4JO4wwSsoOnOEcTeQEAZFIhHVcKaVnQJWQZ2cFTnKOJvAAAMqmQjiuFtCzoEgokZAdPcY4m8gIAyKRCOq4U0rKgSyiQkB08xTmayAsAIJMK6bhSSMuCLqFAQnbwFOdoIi8AgEwqpONKIS0LuiRrBZIx5mvGmBcSDP+hMeYNY0yN9/OlbMWAHOIpztFEXgAgGgqlt7RCOq4U0rKgS7JSIBljLpX0K0m9Erw9StKZ1tpq76c2GzEgx3iKczSRFwDIPb+3tClTpFWrXE9pq1a516eckl9FUiEdVwppWdAl2TqD9JakU5K8N0rST40xy40x07M0f+QaT3GOJvICALlXSL2lFdJxpZCWBV1irLXZmbAxQyXNs9aODQ2/QtKdkjZLekTSr621jyX4/HmSzpOkioqKUfPyqbHooIaGBvXr1y/XYSCAnEQTeYkechJN5CV64nKyZo302WfJR+7bVzrggO4JrIdjX4meruTkqKOOWmWtHd3VGLq1QDLGGEn9rLVbvdcXShporb0m1bRGjx5tV65cmZU4o6CmpkbV1dXuRUuL+8/SjBmuN5XBg901sZMm8Z+LbhSXE0QGeYmegs5JHrfH5CV64nJSUeEuq0umokL68MNuiaunK+h9JU91JSfGmIwUSCVdnUAH9ZP0pjHmAElbJY2TdFc3xxBdPMEZAKKB9jiaCiUvgwenLpDoLQ3IqW5pRYwxpxtjzvHOHE2T9Jyk5ZL+Zq1d1B0x5IVCuiYZAPIZ7XE0FUpe6C0NiLSsFUjW2nf9y+ustb+z1t7j/T3HWnuYtfb/WWuvzNb88xJPcAY6plC6yUX0FFp7XCj7SqHkhd7SgEjr7kvskApPcAbSVyiX2iCaCqk9LqR9pVDy4veWNm+eK+rq691ldRdf7IqjfMkHUKDYA6OEJzgD6SuUS20QTYXUHhfSvlJIeSkqkiZPllaudB0yrFzpXlMcATnHXhglXJMMpK9QLrVBNBVSe1xI+0oh5QVAZFEgRQnXJAPpK5RLbRBNhdQeF9K+Ukh5ARBZFEhRwhOcgfQV0qU2iJ5Cao8LaV8ppLwAiCw6aYga/5rkyZNzHQkQbRdd5G4yT3TpEJfaIBMKpT0utH2lUPICILL4VwuQjkLpIreQcKkNkB72FQDoEAokoD1+F7lTpkirVrnucVetcq9POYUiKVe41AZID/sKAHQIl9gB7Umni1wu9cgNLrUB0sO+AgBp499GQHsKqYtcAAAApESBBLSnkLrIBQAAQEoUSEB7CqmLXAAAAKREgQS0hye3AwAA9BgUSEB76CIXAACgx6BAAtpDF7kAAAA9Bt18A+mgi1wAAIAegX99AwAAAICHAgkAAAAAPBRIAAAAAOChQAIAAAAADwUSAAAAAHgokAAAAADAQ4EEAAAAAB4KJAAAAADwUCABAAAAgIcCCQAAAAA8FEgAAAAA4KFAAgAAAAAPBRIAAAAAeNIqkIwxRcaYPYwxFFQAAAAAClZJeyMYY8ZLukFSb0nzjDEfW2vvynpkAAAAANDN0jkj9D+SjpD0kaQbJZ2X1YgAAAAAIEfSKZCarLXbJFlr7XZJm7McEwAAAADkRDoF0lvGmJsk7WqMmS7p3eyGBAAAAAC5kU6BNEXSW5KWSdrivQYAAACAgtNuJw2SvippjfcjSWMlvZC1iAAAAAAgR9IpkP7D+10k6SuS1ooCCQAAAEABardAstae7v9tjCmRdH9WIwIAAACAHOnog19LJQ3JRiAAAAAAkGvpPCh2vSQrycgVVL/KdlAAAAAAkAvpXGL3he4IBAAAAAByLWmBZIyZK3fmqA1r7eSsRQQAAAAAOZLqDNJd3RYFAAAAAERA0gLJWrtUkowx+0s6QVK53H1Ie0la2i3RAQAAAEA3SqcXu7mS+kiqkvRFSRuzGhEAAAAA5Eg6BdJWa+01kt631p4jaXiWYwIAAACAnEinQCo2xuwiqa8xpo94DhIAAACAApW0QDLGnGeMKZf0P5K+K+k3kt6VtKR7QgMAAACA7pWqF7vhkl6RtFjSr621L0uq6JaoAAAAACAHkp5BstZOlbS/pKclXWmM+ZMx5hxjTN9uiw4AAAAAulHKe5CstU3W2gXW2pMkfVvS3pL+3i2RAQAAAEA3S3WJnSTJGFMmVxydIdfd939lOygAAAAAyIWkBZIxplrS9yV9TdIjki621q7pnrAAAAAAoPulOoN0uaS7JU2x1u7opngAAAAAIGeSFkjW2nHdGQgAAAAA5Fo6D4oFAAAAgB6BAgkAAAAAPBRIAAAAAOChQAIAAAAADwUSAAAAAHgokAAAAADAQ4EEAAAAAB4KJAAAAADwUCABAAAAgIcCCQAAAAA8FEgAAAAA4KFAAgAAAAAPBRIAAAAAeLJWIBljvmaMeSHB8JHGmGXez/9ma/4AAAAA0FFZKZCMMZdK+pWkXgnevlPSOdbaKkljjTEjsxEDAAAAAHRUts4gvSXplPBAY0xvSQOttXXeoKckVWUpBgAAAADoEGOtzc6EjRkqaZ61dmxg2J6SHrXWHua9PlfSYGvt/yT4/HmSzpOkioqKUfPmzctKnFHQ0NCgfv365ToMBJCTaCIv0UNOoom8RA85iSbyEj1dyclRRx21ylo7uqsxlHR1Ah20SVL/wOudJW1MNKK19m5Jd0vS6NGjbXV1dbZjy5mamhoV8vLlI3ISTeQleshJNJGX6CEn0UReoicKOenWXuystf+StNkYs48xxkg6TtLy7owBAAAAAJLpljNIxpjTJfWy1t4j6T8l/VaSkbTYWru6O2IAAAAAgPZkrUCy1r4raaz39+8Cw/8i6YhszRcAAAAAOosHxQIAAACAhwIJAAAAADwUSAAAAADgoUACAAAAAA8FEgAAAAB4KJAAAAAAwEOBBAAAAAAeCiQAAAAA8FAgAQAAAICHAgkAAAAAPBRIAAAAAOChQAIAAAAADwUSAAAAAHgokAAAAADAQ4EEAAAAAB4KJAAAAADwUCABAAAAgIcCCQAAAAA8FEgAAAAA4KFAAgAAAAAPBRIAAAAAeCiQAAAAAMBDgQQAAAAAHgokAAAAAPBQIAEAAACAhwIJAAAAADwUSAAAAADgoUACAAAAAA8FEgAAAAB4KJAAAAAAwEOBBAAAAAAeCiQAAAAA8FAgAQAAAICHAgkAAAAAPBRIAAAAAOChQAIAAAAADwUSAAAAAHgokAAAAADAQ4EEAAAAAB4KJAAAAADwUCABAAAAgIcCCQAAAAA8FEgAAAAA4KFAAgAAAAAPBRIAAAAAeCiQAAAAAMBDgQQAAAAAHgokAAAAAPBQIAEAAACAhwIJAAAAADwUSAAAAECOWWv1yJpHZK3NdSg9HgUSAAAAkGML1y7UyQ+crIVrF+Y6lB6PAgkAAADIIWutpi6aKkma+uxUziLlGAUSAAAAkEML1y7UPzbXS5L+8Wk9Z5FyjAIJAAAAyBFrrX70xFR91tQgSfqsqUE/epKzSLlEgQQAAADkyMK1C/V+Q33csPe3chYplyiQAAAAgBzw7z363DbEDf/cNnAvUg5RIAEAAAA5sHDtQtVvrU/4Xv1mziLlCgUSAAAA0M38s0cNOxoSvt/QyFmkXKFAAgAAALrZorcXqXZjrYpMUdKf2g21WvT2olyH2uOU5DoAAAAAoKfZd+C+uvbr16Y1HroXBRIAAADQzYYNHKbpVdNzHQYS4BI7AAAAAPBQIAEAAACAhwIJAAAAADwUSAAAAADgoUACAAAAAA8FEgAAAAB4slYgGWN+aoz5o/czNvTeD40xbxhjaryfL2UrDgAAAABIV1aeg2SM+bKk4yUdIemLkh6WNDowyihJZ1prX8rG/AEAAACgM7J1BqlK0jPW+bukEmPMgMD7oyT91Biz3BjDE7IAAAAARIKx1mZ+osb8t6TN1to7vNfLJZ1urV3nvb5C0p2SNkt6RNKvrbWPhaZxnqTzJKmiomLUvHnzMh5nVDQ0NKhfv365DgMB5CSayEv0kJNoIi/RQ06iibxET1dyctRRR62y1o5uf8zUsnKJnaRNknYKvN5Z0kZJMsYYSTOstVu9109KOkRSXIFkrb1b0t2SNHr0aFtdXZ2lUHOvpqZGhbx8+YicRBN5iR5yEk3kJXrISTSRl+iJQk6ydYndMknjJckYs7ekRmvtFu+9fpLeNMYM8IqlcZK4FwkAAABAzmXlDJK19jVjzBJjzDJJxZIuMMacLqmXtfYeY8w0Sc9J2iHpWWvtomzEAQAAAAAdka1L7GStvVrS1YFBKwLvzZE0J1vzBgAAAIDO4EGxAAAAAOChQAIAAAAADwUSAAAAAHgokAAAAADAQ4EEAAAAAB4KJAAAAADwUCABAAAAgIcCCQAAAAA8FEgAAAAA4KFAAgAAAAAPBRIAAAAAeCiQAAAAAMBDgQQAAAAAHgokAAAAAPBQIAEAAACAhwIJAAAAADwUSAAAAADgoUACAAAAAA8FEgAAAJBjdXXSPfe438itklwHAAAAAHSXujpp2TKpqirXkcTU1UmHHipZKxkjrV4tDR+e66h6LgokAAAA9AjhQuThh3MdkbNsmYvps8+kvn3dawqk3OESOwAAAPQIwULEWmnr1lxH5FRVuYKtb1/3O0pnt3oiziABAACgRwgXIv375zoiZ/hwd1mdf+kfZ49yiwIJAAAAPUK4EPngg1xHFDN8OIVRVFAgAQAAoMcIFiJRKpAQHdyDBAAAAAAeCiQA6WlpkebMkUaPlioq3O85c9xwAEA00XYDHcYldgDa19IinXyytHixtG2bG/bxx9KUKdJDD7l+Uov4fwsARAptN9Ap7BUA2jd3bvwB1rdtm/Tss9K8ebmJCwCQHG236uqka691P3V1uY4G+YICCUD7Zsxoe4D1bdsm3XJL98YDAGhfD2+76+qkESOkyy93PyNGUCQhPRRIANr33nup36+v7544AADp6+Ft97JlUnNz7HVzsxsGtIcCCUD7Bg9O/X5lZffEAQBIXw9vu6uqpOLi2OviYjcMaA8FEoD2XXSRVF6e+L3ycunii7s3HgBA+3p42z18uPTXv0rXXON+/vpXHsSK9FAgAWjfpEnSuHFtD7Tl5dI3viFNnJibuAAAydF2a/hw6bLL3A/FEdJFgQSgfUVF0vz50t13S6NGuWdpjBrlXtNNLABEE2030Ck8BwlAeoqKpMmT3Q8AID/QdgMdxr8OAAAAAMBDgQQAAAAAHi6x66S6OteXflVV7Ka/4DDJ/V1Z6R4zEBwvPJ0NG9zvdG4eTDTfrsScielmOs7unHZ4Wv7rdHs+7Wgsqca/5x7p3nul44+X9tjDDVu2zN1je8wxyWMNvn7wQfe50aOTb3fpbrvJ5pPuevFjOfXUttMMzrOyUlq5MjZusnn6+8ozz7S/T7W3H3Z2mYLTffBBF8+gQW2X0X8/uEzhZa6vj/8dXAfh9ZVuvB1ZrmTrOFHc7U37mWekuXNj22o6MaX6THtS7bepto2uSGfdZqt97kyswX0l3fXS0e0s0b7bGZnaFqTuO46FY061DaZzXAnOa926zq+P8PSStTHtbcPJtpm6OunOO6V335XOPz8WX6o2X4o/NoXbumBb6h+7/M8H10F43nvvnX6+093G0t3PEy1rsnWcrN1PtIyZkIm2JNGxIJvf6yLJWhv5n1GjRtkoqa21trzc2r593e/a2vhhffq4n7IyayX3tz9eounccsuShO+nM9+uxJyJ6WY6zu6cdnhaTz8de33LLUsyno9U48+a5bYV/6ekJP71rFnJY/Vf9+kT/5lE2126226y+aSzvmtr42Pp3Tt+msF5+vtIMOZE8/TH/8UvlqS1T6XaDzu7TMHp9u4dH3dwGcPv9+mTeJn9cVJNqyPxdmR7TLYdBPPmx93etB99dElc/E8/3X5MTz9tk36mI7kIrp9k7W1trdt/MtlWJJpWttrnzsbq7yv+9pVsn+loDKn23c7EnaltIdx2ZfM4Fo7Zb58TbYPB9fWLXyxJuHzBeYXbg46sj/D0wm1Ne7kKfy7RvpQovlRtfqL2MjheovdKSxPPIzxuWVl6+W5vG1uyZEmbPKTazxMta7L9IVkuEi1jJmSiLUl0LOjMcbMr/Jx0hqSVNgO1B5fYdcKyZW6z+ewz93vZsvhhzc3uZ/t2N/6//hUbL9F0WloSv5/OfLsScyamm+k4u3Pa4WnNnRt77b+fyVhSjX/vvfHjNjXFv7733uSx+q+DTwuXEm936W67yeaTzvoOP7m8qSl+msF5+vuIr7k58Tz98a1Nvmzh5Uu2H3Z2mYLTDecnuIzh9/0nt4eX+fPP438nW1/pxtuR7THZdpDsifOppv3Pf8ZPe+7c9mMKjpPodSrJ9ttE7W1dnXToodKPfuR+19WlP59U80y0brPVPnc2Vn9f8bevZPtMR2NIte92Ju5MbQvhtiubx7FwjH77nGgb9Per7dvdsJNOarsdBucVbls6sj7C0wu3Nb5kuQp/LrzNLFuWOL5UbX6i9jI4XqL3GhsTzyM8bmNjevlOdxtLdz9PtKzJ9odkuUi0jJmQibYk0bGgM8fNfEeB1AlVVZIxUt++7ndVVfyw4mL3U1bmxu/TJzZeoukUFSV+P535diXmTEw303F257TD05o0Kfbafz+TsaQa/+yz48ctCV38evbZyWP1XwefFi4l3u7S3XaTzSed9R1+cnlJSfw0g/P09xFfcXHiefrjG5N82cLLl2w/7OwyBacbzk9wGcPv+09uDy9z797xv5Otr3Tj7cj2mGw7SPbE+VTTHjgwftqTJrUfU3CcRK9TSbbfJmpvM1V4pLNus9U+dzZWf1/xt69k+0xHY0i173Ym7kxtC+G2K5vHsXCMfvucaBusqnL/BPUVFbXdDoPzCrctHVkf4emF2xpfslyFPxfeZqqqEseXqs1P1F4Gx0v0Xmlp4nmExy0tTS/f6W5j6e7niZY12f6QLBeJljETMtGWJDoWdOa4me+M9f/NFGGjR4+2K/0LOyMik/cg/e1vNTrkkGruQcrBtJPfy1CjY46pzngs3IPUtXuQ/va3GvXvX809SGnE2F33INXU1Ojzz6sjeQ+SfwbJWndQX726a9fkt7duo3QPUnBf4R6kzsnUPUjPPOPOHF13XY1+9rPqhNsh9yDl7h6kmpoaVVdXxy1/e/s59yBlLt5EgjnpKGPMKmvt6K7GQIEUAV3ZEJAd5CSayEv0RD0nPe7GYk/U89LTdPSfoeg+7CvRE4UCiV7sAAAFa/jwnlUYIZqGD5c++IBtEcgX3IMEAAAAAB4KJAAAAADwUCABBayuznX+0NnujQEAAHoa7kHqoIsucr2otLS4bhs/+8z1juQ/d8Lvttva2G+/i8+iovi//XGuv1468UTXP761rktFY2LPR/K7a+3VK/7zO3a4cXv1cp9taXFdTjY1xcfkz8ufxo4dsXGKi93njHHdTwafS+C/19IS6/LRn54fUyp+rCUlrh/90lI3zJ9+suG9esWeLeDPy18XRUXxXWp+9ln8cieKMbge/Zj8ZbPWzS8YryT9/OfSsce2XR5rY9167tgR607Xf8+fvz/Npqb4eRYXu+UN5st/HsIuu0i77up6MPK3A3/cpia3TOXl0rZtsXVTWuo+H95u/PX7r3/F4i8qcsPC4zQ1xbajxsZYzsPbnr9tGOPmG9zOwvlpbIzfZnr1cl3GbtnixvW3Sf/z/jr9/HO3bP722NISW1Zr3b5y3HGxWJua2ubEX5Z//ct9PpgLf1nC+1FwOfzhwb/9Z0L422ppqVuebdvcZ3fsiOXT3+/Kylws27bF3isqiuXNX9aSEhdTc7MbP/hbarud+TH56zgYa3Df8Zcp3JYYE1un5eWx55X47YE/nR07Ytum371ucJr+eFdd5Xpg6t8/9hyX4L7tb/vhbatXL/eZLVtinwnuw8F5BffpRNtunz5u2Pbtbj7+8pWVxbclidrEYJsZbjP8efrT8p934m8HfizBtiGYy0TtcrDtDH/OX0f+e8G2I/y5ZPn298Gf/9wdV/xtyd8P/H3E376am912sH177Ljmr8vgthZsp41xuWtsdNMtK5M2bnSvE7W94XY8/Hfv3q67+IaG2D6VLNfB9VpUFOtKOtGxwD+2+e1VsJ3z92e/HfHXp7+M/vTLy11cfk79uHv3du9t3dq2DSwtjbUJ/j5VUuJyMn584uNzePvxf2/f3rZd8H+Ht8PwtuH/7e+HAwa4djH4vKVgG+i3JcF2JXhs89uI0lKX8y1bYvuW/3iMHTvc+//6lxs3uP8F20e/HfLn5++rwXbUX/d+fCUlbtr9+rl5Nza2Pa6Hj8f+9P3t1I/L/+0fV449Nv54IcW2e58fR6LvIP36uXiD+4EfQ58+8TnbujW2Pv190N9W/W3CX/f+/hxcpmAuUrVj/vEmeIwLH2/97w7B6fjtUFFR/PfC4HHZz5Uf7267SVdfLZ1zjgoGBVIHXHSRdOutsdfhB335wg/sTDQ8+HdLizsotPf5RPNrbIx/QFmymBK9H/xCKLV9CFs4xs7y57ljR8eGpxL84p/uZ4KCyxaeluTWTfjher5kD70LSjRNf57B94Jxf/KJ+0k2neZm6dNPY6+DRWVw+omm7Y+fbF2Ht6Ow8LSSrYNgTOFty38Ab6JYw9OzNnletm9vG2vw8+Fl6cy2kmxfDT7kL7g8iaYd3KfD7wVjampKve5TCe+XHdkPmpvdlwxfsD1IN99+cb5jh/tiEI4jvL2Fpxlchx3dh9vbdpub2+Yg1XTaE8xZsuVKlsv25tHeNtCRY0LwM8HlT7UuUu0vvvAyB/PdVZ99lnh/8gVzHdTSEr8NJxpHim2/HW0bwm1ucD9I1A75MQXH8//2v1CmyllwO0hn2021fyVqb8LrKii4/6c63jc3u/kG4wvnwV+G4HpIdPwJTjM4PT/24Pr125nwvMPTScRf7+HPBY9VyR7gmizm8LazaZP7SaSjbVu44E2Wj+DydmQeqb7rBacT3pYTfdYfb/166dxz3etCKZK4xK4D5szJdQQAAABA9Nx7b64jyBwKpA747ndzHQEAAAAQPWefnesIModL7Dpgxgz3O9P3IPnXOXMPUizGXN+D5K+P8PLk0z1IwWupE21bfg7y6R4kY1zu8/UeJCn+EgY/x/l4D5K18Zdb7LKLuySGe5CicQ9ScbHLbyHfg+Rvyz7/HpWo3oPkv8c9SNG6B8m/14Z7kLgHKYgCqYNmzIgVSplSU+MaAURHTU3n7wtB9tTUJL9HIl/U1UnLlklVVfn/0Mi6Oulvf5Nqa/N/WQpNTzmu5NP+VFOT+r4h5AbHeyRCgQQA3Wj48Oh/kUvX8OHSBx8UzvIg/xTS/gQgOrgHCQAAAAA8FEgAAAAA4KFAAgAAANC+lhb33JvRo6WKCvd7zpyuPTAzgrgHqZOS3Riazg2jicapq5MefND9feqpiadZWSnV18d++59/5hlp7lxp0iT3RPv2xk83nnSGhacTXoZgLCtXtl2+cKzJ5ie1Hc8fligeP5YNG6RBg9z+m2wdhOOW3OeeeUZ6+mnp3XfdE+mlxPGF13Oi9S7F4pHiY0q2bpLFOHq0G99ftkSfCS9/OB/+ciTLWXh9pLutJ5p+Z26gTpa/3XaT7rmnbf7DMaazrSbaLpMtayalu38mW5fBz6WKPZ1cdCY/ieJItL0liyfRfpLO9p8s18liTGcb7ohnnpHuuksaOlS64ILYdMLtb3j+idqeVLlNti7C66C9/TtZHP48En02VfsdzlWwHZKST8sfL9F008lHOrlPdAwM5z9Re+JPL5i7ZPNO1MZ2ZJuqq3Pzr6trf313Zn9M1aan81mpc8f8zrbvXTlOpPr+1ZV1Gv78unVun99pJ2m//ZJ/j0j1PSbZ97NMHmNStUHpfAdKtB4SbReStGxpi06872QNXL1YpZ97T979+GNpyhTpoYekhx923doVAGOD/QZG1OjRo+1Kv4WNgGeekSZMiHWLeMIJ7gv0hx9K117rhjc3S5Mnx3Yq/0CyaZPbkP0uLg87TDrrrBqdf351XFeV//Zv0pgxbsO+8srYNP2uGv2uQ4cMkd55JxbbAQdIa9fGxg92LWmtm9+YMdKxx7qY1q5tG09FhbRwYazr0v/9Xzfe738f67ryoINc15UVFdJHH7mexV59NdblanGx9M1vSk8+2bY74KIi6etfd925vvRSrKtIf5kOPtj9fu0199vv/tKYWHfX/jB/P/y3f3OxSO4LzO23t/1nht9d5+TJ7vfmzS43V14Z3+VpUZF0/fU1mjq1Ou7z/nsnnuiW+S9/ccP97mP99ex3PRrsVtuYxE+6DnbRLLnxzjjDNUZPPOEaZkn6wx+SPym7pMQ9o2uXXWLDZs6M7y2ppMTF7efDGOkHP5B++ctYzoyR9t/f5TrY1Xuwe2F/Pps2uZj8fcB/Rtgf/hBbrgsukH79azf9xkZpxAjpkEPi4/Qb7mAh+uGHrrtQ/8nmvuJi6YYbajR9enVrN6p+96f+PP1t87XXYnEfeaS0116xuF95xW2rUnwXwf70/JxMnhyL1Y/T32fq6lyXrtXV7vWkSdLee8cOrnvsEcvffvvFXkvx+4S/vfjbvr8dB7cva93wVati3asGu2n2cxfsXvnEE+P34R/+0D2ewJ/ezJnuoPf738e6i73gArecfqx+ISDFF/d33unm7cdxww01+ulPq+P28WA81rp1sHZtbJ2HH0cQzMHXv+7W68qV8du/vyzB/f6EE2Ltj5+niRPd8vrDjHFd9/rrfMIEN93333dd8zY0xP/+6CP3ueCXxE2bpDffjN8eDzjATTM4fNw4t55eeSV+uYL5LS+Xnn8+1i5UV7vXUnxbUFTkYh061O0bjz0Wv76C44bbW2ul226r0Y9+VN3uP3WNkXbf3X3HCca8zz7S3/8e3x13e18Xioulo45yy5Novn5+X3ghNr0rrnC9iG3YEDumBHPh7wf+9Pz15rdF774rLVgQm8eIEW7/D7bp4fWVyLe+5XpjLCtz7ZQU2+6Mcdv9hx+64Xvs4faNYPsXPtaH24y5c6XrrqvRpZdWt7ZRwUdeXHmlO9b66/vrX4/FtmGD9JWvuB4jd901Nvydd1yOJPeZMWOkP/85vk085BC3XsvL3Rfk/fd3239dnVu3fpsR7OZ/ypTYd5XgMN+mTW7/Wb7cvW5qcu3uoEGxNtHf58NF64YN7rjg5/Hhh6VTTnHtgv+9yW+r33/fTdf/vrJhg8v344/H8vqDH7j3586Vfve7+C6/v/c96f77Y+3GBRe46frHfv9r5THH1OjXv66O+w6TTPB7ir+9Pvlk7JETpaUun6ed5tqBv/419tnKSmn9+vjYDzoovgBJ9I/z8D9Wg98nw/MYOdJ9L3ziifjvXVLse6D//W348Ph17e9zK1e6ZQh3815cLJ26Y47utFPUT9varpzycunuu2NfsrqgpqZG1dXVnfqsMWaVtXZ0l4Ow1kb+Z9SoUTYqamutLS31D0HxPyUliYe393PzzUs69Tl+svdDTrr+U1zcuc+l2o+inJdevXIfQzaWqXfv1ONEMSed3fYK6SeKeenpPz01J7NmWdunT9vhffta+/3vW1tWRl4k19aWl7vvmbW1iddZrn/+olGpR8jQ9/UlS5Z0+rOSVlrb9dqjMM6DdaNly5K/F67WgZ6svf/EJZOv+1GyM3z5LPgQzXxSYJfCA3nt3nvbHg969XJndSZNYn/1+Q9uXbbM/XT2GJpNlXov9Qj+tasFgAKpg6qqYk+VD+vd2/0En7zcUQVy6WaP5Z9+z7aSEndJSFe2tVT8p553RZ8+nYsvuB+F12fwcr+o6eiy+k+F74qOtBd+PjsyT/9ykXRFJT9XX919+yI6r6ttTFB42/MvmUV6/Da3V6/44SUlbYcFpbOOzz47frzevd2llatXu8vvHnsse8cyKbPbWTbn17u3246rqtxPJrffjsZUXJw47/UanPqDlZUdm1GE0UlDBw0f7q73DN5rEL5+VGp7c1z4Zlb/vovXXpN23tl92T3/fHcfw513uuEHHRS7PnW//WLX5Pv3RWzaFLsXYuJE95nXXovdb+HfT+DH578fvqY3HM9ee8Xumwh+1r9H5LXX3HXOUux+CX/dBO8v8QXj8JdDir/2P3iPSF1d/PT8a4b9+1P8e0D8caTY9bNSbH0PHRpbzuBw/9rd4DT93PgqKqSf/CRx/vzrdf31FL4JOXhjp5+H4DjtbQ9+3v17WBJNI3wzdDD+9uYXzsmkSW7YzTe7+8LGjEl870m6wjeErlsXm3Z4G0l0D5LUtmMOf1kOPNCNe/PN7rW/3Qe3zfA2HFyPwX3Gv1a+qiq2DSTKd3idduUepGA+wzePB68DD+8T4W01fKN5cNqJcuyvz+DN9sHtLbifpLoHKdH6qaiQrrkmeTyp1vnatW337eD9AeFlStYWBO9BmjrVfek69VTXlr77rmtbpdh+KXXsHiQptl/427N/z0z4ns5w+xWMPVl+/fYk2G6H16E/jpS67fLnVV7u7okKHhv8eQfbmIYGdy/LTju5+/UGDXIdUpWVuXsZ/Fj9dZaofQrPO3zvSKJ9Iri9zJuX+B6kVOspyN+f/LY3uO3620BwmwkfL9auddN85pnYPUiJ2qn22tRk9yD5r/fbzx1XEu13wfYluJ1Iye9BCt5TFFymRMfK8D1I4WNYog6FErVTfo43b47/zvLnP8fv4+F7kKqqknceccwxbp2E55HoHqRwG+Cvu/B9rOF20j+OhNsYf90cfriLab/93LCFC11h58cdzHWi7ynvvut+/vM/3WfC3+P8bdy/TzJ4P1uye5D875qp7kEKrqPgd7jw/bPBdt///pboHiS/fUjW9q+59SId+OwU9WlOcg/SxRe3HZ6n6KQhArpyMxqyg5xEE3mJHnISTeQleshJNJGXDmhpkU4+WVq82P3X01deLn3jGxnrxS4KnTRwQRcAAACA1IqKpPnzXW91o0a5U76jRrnXBdTFt8QldgAAAADSUVTkuvLOQHfeUVY4pR4AAAAAdFHWCiRjzE+NMX/0fsaG3htpjFnm/fxvtmIAAAAAgI7ISoFkjPmypOMlHSFpsqRfhUa5U9I51toqSWONMSOzEQcAAAAAdES2ziBVSXrGe6jt3yWVGGMGSJIxprekgdZar5NEPeWNDwAAAAA5lZVuvo0x/y1ps7X2Du/1ckmnW2vXGWP2lPSotfYw771zJQ221v5PaBrnSTpPkioqKkbNmzcv43FGRUNDg/r5DzBAJJCTaCIv0UNOoom8RA85iSbyEj1dyclRRx2VkW6+s9WL3SZJOwVe7yxpY+C9/knea2WtvVvS3ZJ7DlIh91FPH/zRQ06iibxEDzmJJvISPeQkmshL9EQhJ9m6xG6ZpPGSZIzZW1KjtXaLJFlr/yVpszFmH2OMkXScpOVZigMAAAAA0paVM0jW2teMMUuMMcskFUu6wBhzuqRe1tp7JP2npN9KMpIWW2tXZyMOAAAAAOiIrD0o1lp7taSrA4NWBN77i1wPdwAAAAAQGTwoFgAAAAA8FEgAAAAA4MlKN9+ZZoz5RNLfcx1HFg2StCHXQSAOOYkm8hI95CSayEv0kJNoIi/R05WcDLHW7tbVAPKiQCp0xpiVmeizHZlDTqKJvEQPOYkm8hI95CSayEv0RCEnXGIHAAAAAB4KJAAAAADwUCBFw925DgBtkJNoIi/RQ06iibxEDzmJJvISPTnPCfcgAQAAAICHM0gAAAAA4KFAAgAAAAAPBVIKxpgSY8xsY8wyY8xLxphvGmOGGmOeM8YsNcbcZYwpDoy/vzHmzQTTOcQY816SeZQZY35njKkxxjxljNndG/4dY8yfjTF/8uaTMFfGmApjzD+MMWWBYe9506sxxlzX9TURLfmYF2PMZYGcrDbGbMrM2oiGPM3JLsaYx72YHzfGVGZmbURH1PNijPmxN85LxpgrQu9NN8Zc3/W1EC35mBNjzO7GmGe9+B4zxvTP3BqJhjzNywBjzAYTO7b8OHNrJPfyNCe/DOTjDWPMy5lbI9GQ47x8y5vnS8aYHyX57HhjzIvGmD8aY6aE3ptsjJmb1oJaa/lJ8iPp+5J+5f09SO5htfdL+oY37G5J3/b+PkPSXyR9GJpGsaSnw8MD718g6Vrv78mSbpNUJmmdpHJv+P2Svpngs8dJWi1pq6Qyb9hQSQtzve7IS3xeQu8/JOmkXK/Hnp4TSTdJutz7+1hJj+V6PfakvHht1cve9IskvSjpYEl9Jf1e0lpJ1+d6HZITHSxphqQzvHH+V9J/5Xo9khcdLKla0sxcrztyEstJ4P0SSS9IOizX67GA8lIsd1wY4K3ftZIGhT5XImmNpF0llXo52l2S8abxpqR56SwnZ5BSe1jSZd7fLd7vMZIWe38vlFTl/b1JrrEK+7GkB1LM42vedILT2yHpq9babd5wI6kpwWebJI2TtDEwbJSkPY0xzxtjnjTGfCnFvPNVPubFfcCYk+Q6R3k0xbzzUT7m5MuSnvT+XupNv9BEOS/vSzrGWttsrW2R+5LRJKmPpNmSrk0xz3yWjzm5WNLvjTFG0p5yXzoKTT7mZZSkkd5/7R8wxnwh5RLmn3zMie8Hkv5irf1Linnnq5zkxVrbLOkAa+0WSQMlfeRNP2hfSfXW2o3W2ka5Y/tYuRwulyu80kKBlIK1tsFau9m7nOAhST+TVGq9MlVSg1yVKmvt44GdSZJkjBkq6WhJ96WYza6SPg1Oz1rbYq1d703jR5J2lqu0w/E9a639Z2jwR5Kus9Z+XdJ1kuakt7T5I0/z4rvci7eg5GlO/ippgvf3BLn/GhaUKOfFWttorf3YODdLes1au8Y7sC1WgcrTnFi5/96+KukYJf4nRF7Lx7xIqpP0P9baIyU9KumOTi18ROVpTmSM6SXph5J+3qkFj7hc5cWbXpMx5mS54/cWuX+oJftc62e9nD4oySpNFEjtMMbsJVcV/8Fa+1tJjd5/0SS307Q5SxBwu6SLAxuNjDGHB65PPUGu+vWv526dnrfTXS/pG3KnKq0x5tfe5x5MMc9VkuZLkrV2uaQvBOItGHmYFxljDpAka+0bHVzcvJCHOblO0heNMS9IGizprQ4ucl6Icl68LxK/lbtkIu5a8UKWjznxvhAeJHfJzC+6tgaiKQ/z8ryk57y/H5F0SOeXPpryMCeS+/L/srU2VWx5LVd5kSRr7XxJlZI+lPT9UF6Cn0snlqRKOvOhnsK409WLJP048B/NlXKn/pZKOkHSY0k+u6ek4ZJ+7W0zA40xc6y131XgdKMxZm+5/8it8Ka3zHvr13L/pTvJutO3stam8wXiZ3L3WVxnjBkp6d3gRlgI8jQv8qa3sN2x8lCe5uRISbOttcuMu/TxhbQXOE9EOS/G3cT7qKSl1tqC64whmXzMiTFmpqQHrLU1cseXgvvil495kfR/kh6XNFfui/xLnVz8SMrTnEgFfKyXcpcXY8wAue39G9baHcaYbZI2hvJSImmIMWZnSZ95MV3dqeUssO/OGWWMuU3Sd+Ru6vL9QNIvFbsR7ELrrov0P/OhtXaPBNNKNryP3GnGPSRtl7v5bU+5M0HLFDsdeJu19pEkcb4raX9r7XZvo/i9XAXd5MVX24HFjrx8zIv3+nZJf7LWzuvQAueBfMyJMWaYpN/J7SefSPqPQvuPX5TzYoz5ttwXuxWByU231r7ovX+mXK5+2sHFjrR8zIncJSt3yd1v8LkX3zsdWvCIy9O8rJd0r9zVQA1ybdj6ji15dOVjTqy1LxpjHpP0c2tt8L2Ckau8WGs/MsacL+ksufvEXpI0NXwSwBhzvNztDEWS7rPW/jrwXrWk8621E9tdTgokAAAAAHC4BwkAAAAAPBRIAAAAAOChQAIAAAAADwUSAAAAAHgokAAAAADAQ4EEAMg4Y8yN3sP73jTG/MP7+1ljzBVZmNd5xpjSTE8XANAz0c03ACBruuN5RuFnjgEA0BUluQ4AANAzBB/SZ4xZK+lFSQfJPZW9v6TDJL3jvT9Y0ixJZZIaJf2H3IMx58o9PLC3pJ9KGuy9nmeMOU3S3ZL2kzRA0tPW2kuMMTWSXpE0UtIWuae9HyNpF0njJX1T0kneZ3aSdKW19olsrgsAQHRxiR0AIBf2kfTfckXR+ZJmWmv/TdJhxphBkm6S9Ctr7ZGSLpF0i1zhs5ukYyX9u6Te1tp7JH0oaaKkL0p6zlr7/ySNkfS9wPz+bK39mvf3Z9bacXJF01HesDJJ4+QKp9uMMRwfAaCH4gwSACAX/mmtrZckY0yDtfZ1b/gmuWLlYEnTjDH/5Q0vsta+aoy5S9LvJPWR9KvQND+RNNYYc7ykzZL6Bd57xfv9qSR/Xv/05iW5wspK2miM2SRpV296AIAehgIJAJALze28/6akW6y1fzTG7CdpnDHmEEm7WGsnGGP2lPSCpEe9aRVLOkvSp9baHxhj9pZ0rjHGpDm/wyTJGLObXGG1oVNLBQDIexRIAIAo+i9Jdxlj+kjqK+liSXWSLjfGnCp35ufn3rh/lPSkpAslzTHGjPLG/ZukvdKc32BjzHPevM639GAEAD0WvdgBAHq07uhpDwCQP7gJFQAAAAA8nEECAAAAAA9nkAAAAADAQ4EEAAAAAB4KJAAAAADwUCABAAAAgIcCCQAAAAA8/x8oXeonNzjGcAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                      ds      y\n",
      "151  2014-02-15 03:05:00  1.466\n",
      "439  2014-02-16 03:05:00  1.534\n",
      "729  2014-02-17 03:15:00  1.398\n",
      "1018 2014-02-18 03:20:00  1.534\n",
      "1099 2014-02-18 10:05:00  0.266\n",
      "1309 2014-02-19 03:35:00  1.444\n",
      "1597 2014-02-20 03:35:00  1.598\n",
      "1883 2014-02-21 03:25:00  1.600\n",
      "2172 2014-02-22 03:30:00  1.468\n",
      "2461 2014-02-23 03:35:00  1.444\n",
      "2748 2014-02-24 03:30:00  1.466\n",
      "3032 2014-02-25 03:10:00  1.490\n",
      "3183 2014-02-25 15:45:00  0.266\n",
      "3321 2014-02-26 03:15:00  1.534\n",
      "3547 2014-02-26 22:05:00  2.344\n",
      "3614 2014-02-27 03:40:00  1.532\n",
      "3898 2014-02-28 03:20:00  1.600\n",
      "4019 2014-02-28 13:25:00  0.066\n",
      "5.555555555555555%\n",
      "50.0%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wp/zfkgqzvj2lq6fk2gy0rbmq6m0000gn/T/ipykernel_33630/3567235830.py:54: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  zt[index] = abs(tsdata[index] -  init_window_mean) / init_window_std\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9999999999972026\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wp/zfkgqzvj2lq6fk2gy0rbmq6m0000gn/T/ipykernel_33630/3567235830.py:64: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  outlier_df['ds'] = pd.to_datetime(outlier_df['ds'])\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                      ds     y\n",
      "333  2015-07-25 05:39:00  2941\n",
      "334  2015-07-25 05:59:00  2848\n",
      "335  2015-07-25 06:03:00  2924\n",
      "989  2015-08-18 16:26:00  5059\n",
      "2040 2015-09-10 23:18:00  4562\n",
      "2041 2015-09-11 00:13:00  4891\n",
      "2042 2015-09-11 00:25:00  4813\n",
      "2130 2015-09-12 02:12:00  2833\n",
      "2131 2015-09-12 02:20:00  2730\n",
      "2132 2015-09-12 02:42:00  3799\n",
      "2133 2015-09-12 02:53:00  3853\n",
      "2304 2015-09-15 11:06:00  1612\n",
      "2305 2015-09-15 11:16:00  1738\n",
      "7.6923076923076925%\n",
      "33.333333333333336%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wp/zfkgqzvj2lq6fk2gy0rbmq6m0000gn/T/ipykernel_33630/3567235830.py:54: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  zt[index] = abs(tsdata[index] -  init_window_mean) / init_window_std\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9999796915308281\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/wp/zfkgqzvj2lq6fk2gy0rbmq6m0000gn/T/ipykernel_33630/3567235830.py:64: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  outlier_df['ds'] = pd.to_datetime(outlier_df['ds'])\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                      ds      y\n",
      "2149 2015-09-16 08:09:00  38.83\n",
      "2151 2015-09-16 08:19:00  38.28\n",
      "2152 2015-09-16 08:24:00  33.50\n",
      "2155 2015-09-16 08:39:00  29.94\n",
      "2397 2015-09-17 07:55:00  43.06\n",
      "2398 2015-09-17 08:00:00  36.33\n",
      "2400 2015-09-17 08:10:00  26.61\n",
      "28.571428571428573%\n",
      "100.0%\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy.stats as stats\n",
    "\n",
    "# WGD的实现\n",
    "\n",
    "DATA = [\"../data/exchange-4_cpc_results.csv\", \n",
    "        \"../data/Twitter_volume_AMZN.csv\", \n",
    "        \"../data/ec2_cpu_utilization_24ae8d.csv\",\n",
    "        \"../data/TravelTime_387.csv\",\n",
    "        \"../data/occupancy_t4013.csv\"]\n",
    "\n",
    "# Real iloc\n",
    "RESULT = [\n",
    "    [367, 776 , 1276 ],\n",
    "    [1993,  3735, 9795, 11606],\n",
    "    [3547, 3777],\n",
    "    [438, 989, 1526],\n",
    "    [2149, 2397]\n",
    "]\n",
    "\n",
    "# para\n",
    "Ms = [325, 316, 129, 316, 299]\n",
    "\n",
    "def GetQandR(df, real):\n",
    "    A = 0\n",
    "    # B = 0\n",
    "    for i in df:\n",
    "        if i in real:\n",
    "            A += 1\n",
    "    return str(A * 100 / len(df)) + \"%\", str(A * 100 / len(real)) + \"%\"\n",
    "\n",
    "# Gaussian Sliding Window\n",
    "if __name__ == '__main__':\n",
    "    plt.rcParams[\"font.family\"] = 'Arial Unicode MS'\n",
    "    for idx, data in enumerate(DATA):\n",
    "        df = pd.read_csv(data,infer_datetime_format = True)\n",
    "        datadf = pd.DataFrame({\"ds\" : df['timestamp'], \"y\" : df[\"value\"]})\n",
    "        tsdata = df\n",
    "        tsdata = list(tsdata['value'])\n",
    "        zt = [0] * len(tsdata)\n",
    "        score = [-1] * len(tsdata) \n",
    "        M = Ms[idx]\n",
    "        for index in range(M, len(tsdata)):\n",
    "            init_window_mean = np.mean(tsdata[index :M + index])\n",
    "            init_window_std = np.std(tsdata[index :M + index])\n",
    "            zt[index] = abs(tsdata[index] -  init_window_mean) / init_window_std\n",
    "            score[index] = stats.norm.cdf(zt[index])\n",
    "        df['score'] = score\n",
    "        max_k = np.partition(list(set(score)), -8)[-8]\n",
    "        print(max_k)\n",
    "\n",
    "        res_index = np.where(df['score'] >= max_k, True, False)\n",
    "        outlier_df = datadf[res_index]\n",
    "        df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
    "        outlier_df['ds'] = pd.to_datetime(outlier_df['ds'])\n",
    "        plt.figure(figsize=(14,7))\n",
    "        plt.scatter(x = df['timestamp'], y = df['value'], c = 'b', s = 8, label = \"原始数据\")\n",
    "        plt.scatter(x = outlier_df[\"ds\"], y = outlier_df[\"y\"], s = 60,c ='r', label = \"异常值\")\n",
    "        plt.scatter(\n",
    "            x = df.iloc[RESULT[idx],:][\"timestamp\"], \n",
    "            y = df.iloc[RESULT[idx],:][\"value\"], s = 80,c ='green', marker='^', label = \"真实异常值\")\n",
    "        plt.legend(loc = 2)\n",
    "        plt.xlabel(\"Timestamp\")\n",
    "        plt.ylabel(\"Value\")\n",
    "        plt.grid()\n",
    "        plt.show()\n",
    "        print(outlier_df)\n",
    "        Precission , Recall = GetQandR(list(outlier_df.index), RESULT[idx])\n",
    "        print(Precission)\n",
    "        print(Recall)\n",
    "      \n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "P-value = 2.839205034893038e-26\n",
      "P-value = 5.776504693394736e-24\n",
      "P-value = 0.0\n",
      "P-value = 1.408777255737592e-21\n",
      "P-value = 1.4981073547285253e-07\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEFCAYAAAACFke6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAa4UlEQVR4nO3df5xddX3n8dd7ZhwgIWFImFigqKDlp7rM5tpkXQJRFAm6Vauuiy4slDZAgW0f1QKrD5cH8lBsu2qRKpoWQVJbC6LWCmyQH4EJ8msSQJAfsXWJKBaG/CSEZCZzP/vHOTdz5ubOjzNz79zknvfz8biP3PM933PO9xDyPt/zvfd8ryICMzNrbW3NboCZmTWew97MrAAc9mZmBeCwNzMrAIe9mVkBOOzNzArAYW97LEmvkfRrSXdMsP7vSvrbRrcrD0lnSfrRBOpdLukD6fvPSjqz4Y2zQulodgPMxvBB4BFggaQ3R8QT49Q/Fji48c1qiJOAxwEi4n83uS3Wgtyztz3ZHwM/Ar4L/CmApMWSdoV+ZVnSYcBngUWSrkvXnSfpcUmPSVoh6ci0fKak6yWtlfSkpCuVmCNpebrNE5L+UlJHus1OSd+U9Iyk+TWWj5N0l6Q1kn4q6Q+qT0bS4Wk7Vkv6paQfSJoh6QKgBPyVpA+mbftkus1Jku5Pz6FP0qmZ8/6JpJvS/T0m6Xcb91dhe72I8MuvPe5F0kvfAcwFFgCvAgcBi4EnMvV2LQNnAT9K378b+DdgXrp8NvAUIOBLwD+SdHY6gXvT/XwbuDqtsy+wArg03T6Aj2WOu2uZ5A75SWB+urw/SS/9+Ko2fTmzTSfwGPCBdHkl8OH0/fXAJ4FuoB9YmJYfB7wEHJ62dzBzzE8Adzb7782vPfflnr3tqc4HbomI9RHxIPAscF6O7d8DfCciXgSIiOuAQ4A3AO8Cro2IckQMRMSJEbEy3eYrkdgOfB1YktnnPVXHqCwfBbwRuFbSo8AqksB/a1X9PwP+Pe21fxU4FDhgjHNYAKyNiAfSc/gZcB9J0AP8IiJWp+8fAeaNsS8rOI/Z2x5H0kzgTOBlSU+nxXNIhnV6SXreFTPz7BoYIOkR75oUStKhwPYx6lfsqFpfWW4DNkbE8Zl9HgxsAE7P1P9eus1NwA+BNzHyXPKcA+l5VJQnsS8rEPfsbU/0cZLhi9dFxNERcTTwO8AMkl7toZIOkCTg9zPbDQGvSd/fDnxU0kEAkv4H8MuI+DXJ8MyZ6Th9B3AjyQektwMXpOWdwLlp2XieBrZJ+u/psX4LWA0cXVXvncDnI+JmkmGitwHtNdpe8SBwZGUsXtIxwNtJ7hzMcnHP3vZE5wNfiohypSAiNku6Gngf8Hck4+//BtxKMtwByRDH5yV9NyI+LOmLwF3JNYFfAR9I630O+GuSMfM24OaI+J6klcBVpN+KAf6FZHx/TBExKOn9wNWSLk73eUlEPCapJ1P1EuAHkn5DcoH4DskQUOVYuz4QTvfbL+nDwFWSZpDcfXwsItZJOny8dpllKcJTHJuZtToP45iZFYDD3sysACYV9pJOlHRvjfIeSb3p6/JM+aWS7ktfC6fSYDMzyy/3B7SSLiH5tsS2GquvAc6MiLXpk4I9JF81Ow04AXgdcDPJ04JmZjZNJvNtnH8FPgQszxZK2geYExFr06LbgEUkYb8ikk+C10nqkDQ7IrZUbb8UWAowc+bM+UcfXf2ttdG9+PIOXtiy+9ekXzt7X+bN2mfC+zEz25utXr36pYjorrUud9hHxM2S3lBj1Vxgc2Z5K3AYSdhvqiqfC4wI+4hYBiwDKJVK0dfXN+E23fnUC1z0j4+wbWBoV9mMznauPr2Hk4957YT3Y2a2N5O0brR19fyAdiMwK7PcBawfo7xuFh81j+MP66ItfX5wRmc7xx/WxeKj/PS4mRnUMewj4lVgs6Qj0icbl5A86dcLnALJrH/AYPUQzlS1t4nl5yzgTfP257e79uPq03tYfs4C2tv89LiZGdThCVpJZwCdEXEtcCFwA8kcHXdExJq0zt2SekkeDT9/qsespb1NHDijkwNn4KEbM7Mqkwr7iHgWWJi+X54pf5jkWzfV9a8ArphcE83MbKr8UJWZWQE47M3MCsBhb2ZWAA57M7MCcNibmRWAw97MrAAc9mZmBeCwNzMrAIe9mVkBOOzNzArAYW9mVgAOezOzAnDYm5kVgMPezKwAHPZmZgXgsDczKwCHvZlZATjszcwKwGFvZlYAucNe0qWS7ktfCzPlh0pamXltkPQn6bqHM+XX1fMEzMxsfLl+cFzSscBpJD8q/jrgZqAEEBG/Bhan9eYDXwa+JqkT6IiIxXVrtZmZ5ZK3Z78IWBGJdUCHpNk16n0DuCgiBoG3ADMl/VjSndm7ATMzmx55w34usCmzvDUt20XS+4BfRMRjadF24IvAKcD5wD9I2u2OQtJSSX2S+vr7+3M2y8zMxpI37DcCszLLXcD6qjpnAN/KLP8cuD69G1gLvAT8VvWOI2JZRJQiotTd3Z2zWWZmNpa8Yd9L0kNH0uHAYERsqarzDuDHmeWzgK+k2xwKzAaen0xjzcxscnJ9QBsRT0i6W1Iv0A6cL+kMoDMirpU0B9gQEQOZza4HFklaBQRwdkSU69R+MzObgFxhDxARVwBXZIoeyKzbABxdVX+AZGjHzMyaxA9VmZkVgMPezKwAHPZmZgXgsDczKwCHvZlZATjszcwKwGFvZlYADnszswLI/VCVDRsqByufeZGfPb+F4w6ZzeKj5tHepmY3y8xsNw77SRoqB2dc+yCPPreJVweG2K+zneMP62L5OQsc+Ga2x/EwziStfOZFHn1uE9sGhghg28AQjz63iZXPvNjsppmZ7cZhP0k/e34Lrw4MjSh7dWCIJ5+vngS0vobKwZ1PvcBX7vw5dz71AkPlaOjxzKw1eBhnko47ZDb7dbazLRP4+3W2c+whtX64qz48dGRmk+We/SQtPmoexx/WRSVjZ6TBu/ioeQ07ZrOGjnw3Ybb3c89+ktrbxPJzFrDkqnvZtmOIy99/XMO/jTPW0NHJx7y2Icf03YRZa3DPfgra28SBMzo59MD9OPmY1zY8/CpDR1mNHjoq0gfRvoOxVuae/V6kMnT0wC/WU47pGTpqxt1EM/gOxlqde/Z7kcrQ0Zvm7c9vd+3H1af3NDyMmnE3AdPfy/bnIdbq3LPfy1SGjg6cwbT0rJtxN9GMXrY/D7FWl7tnL+lSSfelr4VV6y6S9KSklenrKCWuknRv+mPlv1O/5lujNeNuohm9bH8eYq0uV9hLOhY4DTgB+BjwN1VV5gNnRcTi9PUMcCpwUEScCHwa+D9Tb7ZNp+n+ILoZD6w146u0fjDPplPeYZxFwIqICGCdpA5JsyOi8n/nfOBSSfOAWyLiSuBE4FaAiPiJpLfWq/HWmprxwFozvkrrB/NsOuUdxpkLbMosb03LKm4CzgXeCZwg6fdqbNMhabfjSloqqU9SX39/f85mWStpRi8bpv8Oxg/m2XTK27PfCByQWe4C1gNIEvDliHg5Xb4FeGu6zazMNhER5eodR8QyYBlAqVTy/wkF1oxedjP4wTzfTUynvD37XuAUAEmHA4OZIZz9gaclzU6D/13AQ+k270m3OQl4pB4Nt9Y23b3sZvGDeTZdcvXsI+KJ9Bs1vUA7cL6kM4DOiLhW0sXAncAA8OOIuD0dslki6Z50N39UzxMws4kr0oN5zfhxoT35B41yf88+Iq4ArsgUPZBZ923g21X1y8AFk22gmdWPP4hu3NDRnj5c5SdozQrGH0S3zjHzcNibWUM148G8ZjzD0KznJibKYW9mDVeED6KbNY/URDnszazlNGPoqFnPh0yUw97MWk4zho6accw8POulmbWk6Z4htlnHnCj37M3MCsBhb2ZWAA57M7MCcNibmRWAw97MrAAc9mZmBeCwNzMrAIe9mVkBOOzNzArAYW9mVgAOezOzAnDYm5kVgMPezKwAcoe9pEsl3Ze+Flat+6ikByX9RNLX0x8bR9Jzklamryvr1XgzM5uYXFMcSzoWOA04AXgdcDNQStftC3wBeHNEvCLpn4D3SnoceDwiTqtry83MbMLy9uwXASsisQ7okFT5za0B4O0R8Uq6LGAnMB84RNJdkm6RdFRdWm5mZhOWN+znApsyy1vTMiKiHBG/AZD0P4Eu4P8CLwBXRsQ7gSuBb9fasaSlkvok9fX39+dslpmZjSVv2G8EZmWWu4D1lQUlvgC8G/hgRASwGvgeQESsAg6WtNvvdEXEsogoRUSpu7s7Z7PMzGwsecO+FzgFQNLhwGBEbMms/wYwG3h/ZjjnM8An0216gGfTi4CZmU2TXB/QRsQTku6W1Au0A+dLOgPoBNYAf0hyQbgr7bxfBfwl8PeS7iEZw/+DOrbfzMwmIPcPjkfEFcAVmaIHMu9Hu1N4X97jmJlZ/fihKjOzAnDYm5kVgMPezKwAHPZmZgXgsDczKwCHvZlZATjszcwKwGFvZlYADnszswJw2JuZFYDD3sysAHLPjWNm1moqE/FW5uON6vJdy5X1I+uTWV9OC7cN7Jzw/ioFbW0wa9/XTO1kRuGwNyuYcnk4cAaHykQk4bUrmDLLQRJeEckG2fKISP9Mw29XeY16ATt2lgFYt/6V3fZROS4jtsvsp3IMGLWd2fakNXh5+04AHvp/G9JtRgnbOtq6IznmY89tzr3trH07ePOhB9S7SYDD3mzCyuUYEX7VQVSOTOCUdy8rx3AgDu9jOAR/uX5bUk5VkFaFaqX3WB165agOvErZ7kG4ZfsgAH3Pbpyu/3zs2DkEwPObtk/bMSsXiKGyf0LDYW9NEzEcUOUYGaLlGP4HumnbwHDAMRya5Rrht1sgMtyznEj9Sq+s79kNybHK1b3F+quE4K83vdq4g1jhOewLqlwOypmQzb6P8u5lA0NlCHhuw7Zk++qArloe8SeV5eGeZrZnOppXBpLgfeo3Lzf4v8awynjr4JB7gtZaHPZNElVBWx2Q1T3e7LqBnWWC4dv+bP2hCMrl6n1l9lNO3ue1fTDpff5qo3ufZnsjh30qInhlYKhmz3ZXjzQdXiiXh4N0++AQAfz8hZdzhfdUhgW2+7bfzHJy2KcGh4LHf5X/0/OBoeTDtZe2DtS7SWZmdZP7oSpJl0q6L30trFrXI6k3fV0+kW3MzKzxcvXsJR0LnAacALwOuBkoZapcA5wZEWslrZDUA+wYZxszM2swRY7BY0nnAgdFxOfS5UeBEyNii6R9gMcj4sh03Z8CZZKwr7nNaMeZ8/pj4t2f+mbuk3nyN8kujz14du5tI+DlHYO5t1u3Pvl2yuvnzsi97WT5mD6mj9max2xvEzM7Jz+6fuN5b18dETU703n3OhfYlFnempZtSf/cXLXuMJKwH22bXSQtBZYC7H/wG3M2KzGZkJ+q6fyfyMf0MX1MH3Oy8ob9RiD7LG8XsD6zblaNdYNjbLNLRCwDlgGUSqX4p3P/U86mTc3AzjKr103f04RmZtWmOl3CjeeNvi7vB7S9wCkAkg4HBivDMRHxKrBZ0hGSBCwBVo21jZmZTY9cPfuIeELS3ZJ6gXbgfElnAJ0RcS1wIXADIOCOiFgDUL1NXc/AzMzGlesD2ulSKpWir69vWo9ZLgfrXxmo+dRq9ZOooz3ZOvzA1PBcLFN9gMrMimOqwziS6vYBbctqaxPds/ZpyL7HvTiUR84hs1ud8u5TH4y2z6FyfZ/WNbPW4LCfBpJoF7Sjphy/EvxD5eoLSWZOnRoXiUrdynbV0/VW5uCB6jsbX2zM9jQO+wLYdbFpa87FBkbOspmdUnjE3EOj/VnnaYyz9adrGmOzZnPY27RoaxNtTbqzmagRF4DMHVCybuSFohzs+uWm6gtTvrn2R/6wSPUPo0C2LFu36hedKm0yG4XD3iwlCaXXo2YNuU1VVF0YylUXjt3ubtKyMX9yMPu+xs8NMtq6yr7H+anB7B3VePsZrlP7F7hsdA57sxaSvWCxl16wJit7odu1zPAFBHa/KOy6WFX/vm1mHyOXGVEh73ZBVG0/cn1He+P+zhz2ZtYSRl7ooGgXu/HknuLYzMz2Pg57M7MCcNibmRWAw97MrAAc9mZmBeCwNzMrAIe9mVkBOOzNzArAYW9mVgAOezOzAnDYm5kVgMPezKwAHPZmZgWQK+wl9UjqTV+X11h/mKQfS1op6V5JR6blX5S0Ji1fKemAep2AmZmNL+8Ux9cAZ0bEWkkrJPVExCOZ9Z8FvhER35W0BLgS+BAwHzg1Il6sT7PNzCyPCffsJe0DzImItWnRbcCiqmoXAz+sbALslCTgKOAbklZJOnuU/S+V1Cepr7+/P9dJmJnZ2PIM48wFNmeWt6Zlu0REf0QMSDoG+CuSnv4M4GvAx4FTgQsk/YfqnUfEsogoRUSpu7s752mYmdlYxh3GScfmTwL2A7oyq7qA9TXqLwK+DpwdET+T1A58KSK2pevvAt4CPDbVxpuZ2cSM27OPiMsiYnFELAA2SDoiHZpZAqzK1pX0DuCrwGkR8VBa/CbgQUkdkl5DMvSzuq5nYWZmY8r7Ae2FwA0k4/F3RMQaSd3A1yLiI8BfA53At5LrAc9ExLmSrgPuB3YC10XEU/U6ATMzG5+i+ufW9wClUin6+vqa3Qwzs72KpNURUaq1zg9VmZkVgMPezKwAHPZmZgXgsDczKwCHvZlZATjszcwKwGFvZlYADnszswJw2JuZFYDD3sysABz2ZmYF4LA3MysAh72ZWQE47M3MCsBhb2ZWAA57M7MCcNibmRWAw97MrAAc9mZmBZAr7CX1SOpNX5fXWD9b0kuSVqavP0nLT5F0v6T7JJ1br8abmdnEdOSsfw1wZkSslbRCUk9EPJJZ/x+BGyPijysFkjqAq4ATgC3AQ5K+HxEvTrXxZmY2MRPu2UvaB5gTEWvTotuARVXV5gM9ku6RdKOkg4E3Ar+KiPURMQjcAyyssf+lkvok9fX390/qZMzMrLY8wzhzgc2Z5a1pWdZa4LKIOAn4Z+CraZ1N42xHRCyLiFJElLq7u3M0y8zMxjPuME46Nn8SsB/QlVnVBayvqn4XsD19/33gcmAjMGuc7czMrIHG7dlHxGURsTgiFgAbJB0hScASYFVV9b8F/mv6/t3AQ8DPgddL6pLUCZwIPFi3MzAzs3Hl/YD2QuAGQMAdEbFGUjfwtYj4CPAp4JvpN262An8UETslfQK4leTi8tWIeKF+p2BmZuNRRDS7DbsplUrR19fX7GaYme1VJK2OiFKtdX6oysysABz2ZmYF4LA3MysAh72ZWQE47M3MCsBhb2ZWAA57M7MCcNibmRWAw97MrAAc9mZmBeCwNzMrAIe9mVkBOOzNzArAYW9mVgAOezOzAnDYm5kVgMPezKwAHPZmZgXgsDczK4BcPzguqQf4Srp4V0RcVrX+auAt6eI8YEdE9Ei6CDgfeDFdd25EPDP5ZpuZWR65wh64BjgzItZKWiGpJyIeqayMiIsAJHUAdwGfSFfNB86KiIfq0WgzM8tnwsM4kvYB5kTE2rToNmDRKNUvAB6OiIfT5fnApZJWSfpfk26tmZlNSp4x+7nA5szy1rRsBEmdwEXA5zPFNwHnAu8ETpD0ezW2WyqpT1Jff39/jmaZmdl4xg17SZdLWgl8H+jKrOoC1tfY5GTgkYhYn24v4MsR0R8RA8AtwFurN4qIZRFRiohSd3d33vMwM7MxjBv2EXFZRCyOiAXABklHpAG+BFhVY5P3ALdmlvcHnpY0O93uXYDH7s3MplHer15eCNxAEvKrImKNpG5JN2XqHAE8VVmIiJeBi4E70+1+GhG3T63ZZmaWhyKi2W3YTalUir6+vmY3w8xsryJpdUSUaq3zQ1VmZgXgsDczKwCHvZlZATjszcwKwGFvZlYADnszswJw2JuZFYDD3sysABz2ZmYF4LA3MysAh72ZWQE47M3MCsBhb2ZWAA57M7MCcNibmRWAw97MrAAc9mZmBeCwNzMrAIe9mVkB5A57STMkrZF0dI11+0paLmmlpNskzUvLeyT1pq/L69FwMzObuFxhL+ltwD3AIaNUORv4ZUQsBpYDn07LrwHOiYhFwEJJPZNrrpmZTUbenv0+wAeBp0dZfyJwa/r+VmCRpH2AORGxNi2/DViUt6FmZjZ5HXkqR8QqAEmjVZkLbErfb02X5wKbM3W2AodVbyhpKbC0UkfSM3nalnEQ8NIkt92b+Dxbi8+ztTTrPF8/2opxwz4dYz8pXTw5IobGqL4RmJW+7wLWV5Vly0eIiGXAsvHaMx5JfRFRmup+9nQ+z9bi82wte+J5jjuMExGXRcTi9DVW0AP0Au9J378X6I2IV4HNko5QckuwBFg1pVabmVkuU/7qpaRuSTeli9cCx0haCZwOfD4tvxC4gSTkV0XEmqke18zMJi7XmH1F+m2byvt+4CPp+1eB/1aj/sPACZNrYm5THgraS/g8W4vPs7XsceepiGh2G8zMrMH8BK2ZWQE47M3MCqClwl7SpZLuS18Lm92eRpDUIen6dOqJhyT9l2a3qZHS6Tl+UWt6jlYh6c/Tv8/HJP1hs9vTCJLaJF2b/tu8X9LxzW5TvUk6UdK96fs5kn4o6W5JN0qa2ez2tUzYSzoWOI3kg+CPAX/T3BY1zMeBrenUE6fRuudZcQXJsxktKZ2CZBHJsyyLgMOb26KGOQWYHRH/GbgM+FyT21NXki4h+bfYmRZdAvxLRLwDeJThB0abpmXCnuQfyopIrAM6JM1udqMa4GaG5xwqN7MhjZYG4Rzgp81uSwO9l2T6kR9kXq1oAJgpqY3kIcsnmtyeevtX4EOZ5d2mjpn2FlVppbDPTtUAw9M1tJSI2BoRmyXNAr4LfKbZbWoESR3AF4A/b3ZbGuxg4G0kX18+D/h7jTEfyV6sF5hNcmFbBjzZ3ObUV0TcDAxmimpNHdNUrRT2E5qWoRVIOhS4A/iHiLih2e1pkIuB5RHR6vOobAdujYgd6WSBW0nmVWk1FwM/iYgjgeOBL7TonXdFraljmqqVwr6XZFwQSYcDgxGxpblNqj9JBwO3A5+OiL9rdnsa6FTgrPRp7OOBGyR1N7VFjXE/8K70A8yDgf1pzYnCZgL/nr5fTzI54o7mNafhdps6poltAVrsoSpJnyEJ/HbgzyLigSY3qe4kXQV8lJHTTC9Jn15uSWngnxcRo02tvddKx7D/guEx3U9FxF1NbFJDSDoQuA44kOTJ/b+IiB82t1X1JekNwHciYqGkg4BvkVzkXgTOjohXmtq+Vgp7MzOrrZWGcczMbBQOezOzAnDYm5kVgMPezKwAHPZmZgXgsDczKwCHvZlZAfx/IdEmphu11zUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "from statsmodels.tsa.stattools import adfuller as adf \n",
    "from statsmodels.stats.diagnostic import acorr_ljungbox as lbtest\n",
    "from statsmodels.tsa.arima.model import ARIMA\n",
    "import scipy.stats as stats\n",
    "\n",
    "# 平稳性检验\n",
    "for i in DATA :\n",
    "    df = pd.read_csv(i, index_col=\"timestamp\")\n",
    "    # datadf = pd.DataFrame({\"ds\" : df['timestamp'], \"y\" : df[\"value\"]})\n",
    "    plot_acf(df, lags=10)\n",
    "    test = adf(df, autolag=\"AIC\")\n",
    "    print(\"P-value = {}\".format(test[1]) )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# df = pd.read_csv(\"../data/ec2_cpu_utilization_24ae8d.csv\")\n",
    "# df.index = df['timestamp'].values\n",
    "# del df['timestamp']\n",
    "# df[100:200].plot(figsize=(10,5), color=\"green\", xlabel=\"Time\", ylabel = \"value\")\n",
    "for data in DATA:\n",
    "    df = pd.read_csv(data)\n",
    "    tsdata = df\n",
    "    tsdata.index = tsdata[\"timestamp\"]\n",
    "    del tsdata[\"timestamp\"]\n",
    "\n",
    "    tsdata.plot(figsize = (14,4), rot = 30, xlabel = data.split(\"/\")[-1][:-4])\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial log joint probability = -3.44462\n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "      99       4430.09   3.59201e-06       67.5953      0.5667      0.5667      136   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     199       4430.17   0.000110889       87.3211   1.219e-06       0.001      328  LS failed, Hessian reset \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     265       4430.23   2.80353e-05       71.7789   3.312e-07       0.001      456  LS failed, Hessian reset \n",
      "     297       4430.23   2.32693e-07       70.9872      0.2956           1      506   \n",
      "Optimization terminated normally: \n",
      "  Convergence detected: relative gradient magnitude is below tolerance\n",
      "异常值的数量为: 10\n",
      "总数据量:\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20.0%\n",
      "66.66666666666667%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/anaconda3/envs/py38/lib/python3.8/site-packages/fbprophet/forecaster.py:891: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  components = components.append(new_comp)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial log joint probability = -4.63072\n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "      99       57647.3    0.00692602       12005.7           1           1      124   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     199       57744.2   0.000951609       2327.44           1           1      235   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     299       57846.1    0.00323178       9756.04           1           1      357   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     399       57878.9    0.00584336       2619.24           1           1      468   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     499       57893.1   0.000505159       882.389           1           1      582   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     599       57898.2     0.0114075       4999.19           1           1      698   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     699         57905   0.000602349       322.127       0.857       0.857      816   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     799       57906.3   0.000140524       1790.69      0.5843      0.5843      938   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     899       57907.5   3.28984e-05       175.941       1.341      0.1341     1050   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     999       57908.2   0.000153052       502.355      0.7013      0.7013     1164   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1099       57909.2   0.000126242       286.149           1           1     1277   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1199       57910.6   0.000535002       1159.85           1           1     1391   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "    1299       57911.2   2.79774e-05       42.5771           1           1     1508   \n",
      "Optimization terminated normally: \n",
      "  Convergence detected: relative gradient magnitude is below tolerance\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/anaconda3/envs/py38/lib/python3.8/site-packages/fbprophet/forecaster.py:891: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  components = components.append(new_comp)\n",
      "/Users/apple/anaconda3/envs/py38/lib/python3.8/site-packages/fbprophet/forecaster.py:891: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  components = components.append(new_comp)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "异常值的数量为: 90\n",
      "总数据量:\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4.444444444444445%\n",
      "100.0%\n",
      "Initial log joint probability = -5.31355\n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "      99       10919.5   3.20262e-06       64.7353      0.9937      0.9937      133   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     104       10919.5   6.91386e-07       65.7913           1           1      142   \n",
      "Optimization terminated normally: \n",
      "  Convergence detected: relative gradient magnitude is below tolerance\n",
      "异常值的数量为: 16\n",
      "总数据量:\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12.5%\n",
      "100.0%\n",
      "Initial log joint probability = -10.2628\n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "      99       5150.16   0.000217406       57.7372      0.3589           1      139   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     151       5150.29    0.00011372       87.9137    8.86e-07       0.001      242  LS failed, Hessian reset \n",
      "     180        5150.3   2.23698e-05        61.712   4.116e-07       0.001      335  LS failed, Hessian reset \n",
      "     190        5150.3   2.92379e-07       61.4415      0.2317           1      351   \n",
      "Optimization terminated normally: \n",
      "  Convergence detected: relative gradient magnitude is below tolerance\n",
      "异常值的数量为: 40\n",
      "总数据量:\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.5%\n",
      "33.333333333333336%\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/anaconda3/envs/py38/lib/python3.8/site-packages/fbprophet/forecaster.py:891: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  components = components.append(new_comp)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial log joint probability = -22.1864\n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "      99       5167.01    0.00586952       87.4543           1           1      116   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     184       5169.41   0.000132271        86.598   3.112e-06       0.001      257  LS failed, Hessian reset \n",
      "     199       5169.43   2.21969e-05       51.5955      0.1931      0.1931      279   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     299        5169.5   5.90745e-06       55.4217      0.6181      0.6181      420   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     399       5169.76    0.00047126        65.488           1           1      556   \n",
      "    Iter      log prob        ||dx||      ||grad||       alpha      alpha0  # evals  Notes \n",
      "     422       5169.78   1.66416e-05       64.8784    3.56e-07       0.001      632  LS failed, Hessian reset \n",
      "     436       5169.78    5.4162e-07       50.4508           1           1      651   \n",
      "Optimization terminated normally: \n",
      "  Convergence detected: relative gradient magnitude is below tolerance\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/apple/anaconda3/envs/py38/lib/python3.8/site-packages/fbprophet/forecaster.py:891: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  components = components.append(new_comp)\n",
      "/Users/apple/anaconda3/envs/py38/lib/python3.8/site-packages/fbprophet/forecaster.py:891: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  components = components.append(new_comp)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "异常值的数量为: 20\n",
      "总数据量:\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10.0%\n",
      "100.0%\n"
     ]
    }
   ],
   "source": [
    "# ARIMA-based\n",
    "\n",
    "import matplotlib\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from fbprophet import Prophet\n",
    "\n",
    "\n",
    "DATA = [\"../data/exchange-4_cpc_results.csv\", \n",
    "        \"../data/Twitter_volume_AMZN.csv\", \n",
    "        \"../data/ec2_cpu_utilization_24ae8d.csv\",\n",
    "        \"../data/TravelTime_387.csv\",\n",
    "        \"../data/occupancy_t4013.csv\"]\n",
    "\n",
    "def printResult(input):\n",
    "    for i in range( len(input)):\n",
    "        print(\"Timestamp: {}, \\t\\tValue: {}\".format( input.iloc[i, 0], input.iloc[i, 1]) ) \n",
    "\n",
    "def outlier_detection(forecast):\n",
    "    index = np.where((forecast[\"y\"] <= forecast[\"yhat_lower\"]) |\n",
    "                     (forecast[\"y\"] >= forecast[\"yhat_upper\"]), True, False)\n",
    "    return index\n",
    "\n",
    "if __name__ == '__main__':\n",
    "\n",
    "    RESULT = [\n",
    "        [367, 776 , 1276 ],\n",
    "        [1993,  3735, 9795, 11606],\n",
    "        [3547, 3777],\n",
    "        [438, 989, 1526],\n",
    "        [2149, 2397]\n",
    "    ]\n",
    "\n",
    "    Daily = [False, True, False, False, True]\n",
    "\n",
    "    plt.rcParams[\"font.family\"] = 'Arial Unicode MS'\n",
    "    matplotlib.rcParams['axes.unicode_minus'] = False\n",
    "    \n",
    "\n",
    "    for idx ,filepath in enumerate(DATA):\n",
    "\n",
    "        data_ini = pd.read_csv(filepath)\n",
    "        datadf = pd.DataFrame({\"ds\" : data_ini['timestamp'], \"y\" : data_ini[\"value\"]})\n",
    "        model = Prophet(growth=\"linear\", daily_seasonality=Daily[idx], #TODO: 这个参数可以设置成可调整的 growth 可以设置成multiplicative\n",
    "                            yearly_seasonality = False,\n",
    "                            weekly_seasonality=False,\n",
    "                            seasonality_mode='additive',\n",
    "                            interval_width=0.9999,\n",
    "                            )\n",
    "        model = model.fit(datadf)  \n",
    "        forecast = model.predict(datadf) \n",
    "        forecast[\"y\"] = datadf[\"y\"].reset_index(drop=True)\n",
    "        outlier_index = outlier_detection(forecast)\n",
    "        outlier_df = datadf[outlier_index]  # 异常数据\n",
    "        print(\"异常值的数量为:\", sum(outlier_index))\n",
    "        print(\"总数据量:\")\n",
    "\n",
    "        fig, ax = plt.subplots()\n",
    "        ax.fill_between(forecast[\"ds\"].values, forecast[\"yhat_lower\"],\n",
    "                        forecast[\"yhat_upper\"], color='b', alpha=.2,\n",
    "                        label=\"99%置信区间\")\n",
    "\n",
    "        forecast.plot(x=\"ds\", y=\"yhat\", style=\"b-\", figsize=(14, 7),\n",
    "                        label=\"预测值\", ax=ax )\n",
    "\n",
    "        forecast.plot(kind=\"scatter\", x=\"ds\", y=\"y\", c=\"k\", s=10, label=\"原始数据\", ax=ax )\n",
    "        outlier_df.plot(kind=\"scatter\", x=\"ds\", y=\"y\", s=60, style=\"rs\",c = 'r', ax=ax, label=\"异常值\")\n",
    "        datadf.iloc[RESULT[idx], :].plot( kind = \"scatter\", x = \"ds\", y = \"y\", ax = ax, s = 80,c ='green', marker='^', label = \"真实异常值\")\n",
    "        plt.ylabel('样\\n本\\n值\\n', rotation=0, verticalalignment='bottom', horizontalalignment='left',\n",
    "            labelpad=19, y=0.36)\n",
    "        plt.xlabel(filepath.split(\"/\")[-1][:-4])\n",
    "        plt.legend(loc=2)\n",
    "        plt.grid()\n",
    "        plt.show()        \n",
    "        Precission , Recall = GetQandR(list(outlier_df.index), RESULT[idx])\n",
    "        print(Precission)\n",
    "        print(Recall)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 's' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m/Users/apple/Desktop/时间序列大作业/code/finalcode.ipynb Cell 10'\u001b[0m in \u001b[0;36m<cell line: 21>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     <a href='vscode-notebook-cell:/Users/apple/Desktop/%E6%97%B6%E9%97%B4%E5%BA%8F%E5%88%97%E5%A4%A7%E4%BD%9C%E4%B8%9A/code/finalcode.ipynb#ch0000009?line=18'>19</a>\u001b[0m volatility_shift_ad \u001b[39m=\u001b[39m VolatilityShiftAD(c\u001b[39m=\u001b[39m\u001b[39m6.0\u001b[39m, side\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mpositive\u001b[39m\u001b[39m'\u001b[39m, window\u001b[39m=\u001b[39m\u001b[39m30\u001b[39m)\n\u001b[1;32m     <a href='vscode-notebook-cell:/Users/apple/Desktop/%E6%97%B6%E9%97%B4%E5%BA%8F%E5%88%97%E5%A4%A7%E4%BD%9C%E4%B8%9A/code/finalcode.ipynb#ch0000009?line=19'>20</a>\u001b[0m \u001b[39m# anomalies = esd_ad.fit_detect(s)\u001b[39;00m\n\u001b[0;32m---> <a href='vscode-notebook-cell:/Users/apple/Desktop/%E6%97%B6%E9%97%B4%E5%BA%8F%E5%88%97%E5%A4%A7%E4%BD%9C%E4%B8%9A/code/finalcode.ipynb#ch0000009?line=20'>21</a>\u001b[0m anomalies \u001b[39m=\u001b[39m quantile_ad\u001b[39m.\u001b[39mfit_detect(s)\n\u001b[1;32m     <a href='vscode-notebook-cell:/Users/apple/Desktop/%E6%97%B6%E9%97%B4%E5%BA%8F%E5%88%97%E5%A4%A7%E4%BD%9C%E4%B8%9A/code/finalcode.ipynb#ch0000009?line=22'>23</a>\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39m__name__\u001b[39m \u001b[39m==\u001b[39m \u001b[39m'\u001b[39m\u001b[39m__main__\u001b[39m\u001b[39m'\u001b[39m:\n\u001b[1;32m     <a href='vscode-notebook-cell:/Users/apple/Desktop/%E6%97%B6%E9%97%B4%E5%BA%8F%E5%88%97%E5%A4%A7%E4%BD%9C%E4%B8%9A/code/finalcode.ipynb#ch0000009?line=23'>24</a>\u001b[0m     \u001b[39mfor\u001b[39;00m data \u001b[39min\u001b[39;00m DATA[\u001b[39m3\u001b[39m:\u001b[39m4\u001b[39m]:\n",
      "\u001b[0;31mNameError\u001b[0m: name 's' is not defined"
     ]
    }
   ],
   "source": [
    "# 用adtk包做分析: 目前看效果不好...\n",
    "# 最终放弃\n",
    "\n",
    "from adtk.visualization import plot\n",
    "from adtk.detector import QuantileAD\n",
    "from adtk.detector import GeneralizedESDTestAD\n",
    "from adtk.detector import InterQuartileRangeAD\n",
    "from adtk.detector import VolatilityShiftAD\n",
    "\n",
    "\n",
    "DATA = [\"../data/exchange-4_cpc_results.csv\", \n",
    "        \"../data/Twitter_volume_AMZN.csv\", \n",
    "        \"../data/ec2_cpu_utilization_24ae8d.csv\",\n",
    "        \"../data/TravelTime_387.csv\",\n",
    "        \"../data/occupancy_t4013.csv\"]\n",
    "\n",
    "quantile_ad = QuantileAD(high=0.99)\n",
    "esd_ad = GeneralizedESDTestAD(alpha=0.1)\n",
    "iqr_ad = InterQuartileRangeAD(c=5)\n",
    "volatility_shift_ad = VolatilityShiftAD(c=6.0, side='positive', window=30)\n",
    "# anomalies = esd_ad.fit_detect(s)\n",
    "# anomalies = quantile_ad.fit_detect(s)\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    for data in DATA[3:4]:\n",
    "        tsdata = pd.read_csv(data, index_col=\"timestamp\", parse_dates=True)\n",
    "        anomalies = volatility_shift_ad.fit_detect(tsdata)\n",
    "        plot(tsdata, anomaly=anomalies, ts_linewidth=1, ts_markersize=3, anomaly_markersize=5, anomaly_color='red', anomaly_tag=\"marker\");\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.13 ('py38')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "da3096a4b2ddf6e3108983d9c4f8ed6b468b54d4f76a60924a980331cf3af984"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
